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21
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31
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0
4
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796 values
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576 values
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700 values
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10
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582
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86
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float64
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4
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57
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41
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11 values
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3 values
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float64
0
10
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1
17
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stringclasses
809 values
slides
stringlengths
32
41
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stringlengths
2
192
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3
165
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7
161
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763 values
null
Department of Electrical Engineering and Computer Science, University of California, Berkeley, Berkeley, CA 94720, USA
2017
0
null
null
0
null
null
null
null
null
null
null
Deep learning;Theory
null
0
null
null
iclr
-1
0
null
main
4.333333
4;4;5
null
null
Rotation Plane Doubly Orthogonal Recurrent Neural Networks
null
null
0
3.666667
Reject
4;4;3
null
null
Department of Computer Science, ETH Zürich, Switzerland
2017
0
null
null
0
null
null
null
null
null
null
null
null
null
0
null
null
iclr
0
0
null
main
7
5;8;8
null
null
Program Synthesis for Character Level Language Modeling
null
null
0
3
Poster
3;2;4
null
null
Universit ´e Cˆote dAzur & CNRS, I3S, France
2017
0
null
null
0
null
null
null
null
null
null
null
Deep learning;Supervised Learning;Optimization
null
0
null
null
iclr
0
0
null
main
6
6;6;6
null
null
Introducing Active Learning for CNN under the light of Variational Inference
null
null
0
1.666667
Reject
2;2;1
null
null
Institute of Bioinformatics, Johannes Kepler University, Linz, Austria
2017
0
null
null
0
null
null
null
null
null
null
null
Deep learning;Unsupervised Learning;Applications
null
0
null
null
iclr
-1
0
null
main
4.666667
4;5;5
null
null
Rectified Factor Networks for Biclustering
null
null
0
2.666667
Reject
4;2;2
null
null
Computer Vision and Systems Laboratory, Department of Electrical Engineering and Computer Engineering, Universitè Laval, Quèbec, QC G1V 0A6, Canada
2017
0
null
null
0
null
null
null
null
null
null
null
Deep learning;Computer vision;Optimization
null
0
null
null
iclr
0.454545
0
null
main
6.25
5;6;7;7
null
null
Alternating Direction Method of Multipliers for Sparse Convolutional Neural Networks
null
null
0
3.75
Reject
3;4;5;3
null
null
Stanford University
2017
0
null
null
0
null
null
null
null
null
null
null
Theory;Unsupervised Learning;Games
null
0
null
null
iclr
-0.866025
0
null
main
6.666667
6;7;7
null
null
Optimal Binary Autoencoding with Pairwise Correlations
null
null
0
3
Poster
4;3;2
null
null
Department of Computer Science, New York University, Facebook Artificial Intelligence Research
2017
0
null
null
0
null
null
null
null
null
null
null
Deep learning;Unsupervised Learning;Semi-Supervised Learning
null
0
null
null
iclr
-0.5
0
null
main
7.333333
7;7;8
null
null
Energy-based Generative Adversarial Networks
null
null
0
3.666667
Poster
5;3;3
null
null
University of Kaiserslautern, Germany; German Research Center for Artificial Intelligence (DFKI), Germany; University of Kaiserslautern, Germany; German Research Center for Artificial Intelligence (DFKI), Germany
2017
0
null
null
0
null
null
null
null
null
null
null
null
null
0
null
null
iclr
-0.5
0
null
main
5.333333
5;5;6
null
null
Classless Association using Neural Networks
null
null
0
3.333333
Reject
3;4;3
null
null
Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA; Department of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
2017
0
null
null
0
null
null
null
null
null
null
null
null
null
0
null
null
iclr
1
0
null
main
6.666667
6;6;8
null
null
Towards Deep Interpretability (MUS-ROVER II): Learning Hierarchical Representations of Tonal Music
null
null
0
3.333333
Poster
3;3;4
null
null
OpenAI; The University of Texas at Austin
2017
0
null
null
0
null
null
null
null
null
null
null
null
null
0
null
null
iclr
-0.5
0
null
main
4.666667
4;5;5
null
null
Extensions and Limitations of the Neural GPU
null
null
0
3.666667
Reject
4;4;3
null
null
Google Inc.
2017
0
null
null
0
null
null
null
null
null
null
null
Deep learning
null
0
null
null
iclr
-1
0
null
main
7.666667
7;8;8
null
null
Deep Learning with Dynamic Computation Graphs
http://github.com/tensorflow/fold
null
0
3.666667
Poster
5;3;3
null
null
University of Innsbruck; Google Research
2017
0
null
null
0
null
null
null
null
null
Cezary Kaliszyk, François Chollet, Christian Szegedy
null
null
null
0
null
null
iclr
0
0
null
main
7
6;7;8
null
null
HolStep: A Machine Learning Dataset for Higher-order Logic Theorem Proving
null
null
0
3
Poster
3;3;3
null
null
Department of Computational Perception, Johannes Kepler University Linz, Linz, 4040, Austria; The Austrian Research Institute for Artificial Intelligence, Vienna, 1010, Austria
2017
0
null
null
0
null
null
null
null
null
Matthias Dorfer, Jan Schlüter and Gerhard Widmer
null
Multi-modal learning
null
0
null
null
iclr
0
0
null
main
3.333333
3;3;4
null
null
Differentiable Canonical Correlation Analysis
null
null
0
4
Reject
4;4;4
null
null
Google Brain; Department of Computer Science, Princeton University
2017
0
null
null
0
null
null
null
null
null
null
null
null
null
0
null
null
iclr
-0.654654
0
null
main
6.333333
5;6;8
null
null
Identity Matters in Deep Learning
null
null
0
4
Poster
4;5;3
null
null
null
2022
2
null
null
0
null
null
null
2;2;2;2
null
null
null
null
null
2.5
null
null
iclr
0
0
null
main
3.5
3;3;3;5
2;3;1;2
null
Towards Uncertainties in Deep Learning that Are Accurate and Calibrated
null
null
2
3
Reject
3;4;2;3
3;2;2;3
null
null
2022
2.6
null
null
0
null
null
null
3;2;3;2;3
null
null
null
deep generative models;variational autoencoders
null
2.8
null
null
iclr
-0.666667
0.583333
null
main
4.4
3;3;5;5;6
2;2;2;4;3
null
Mind Your Bits and Errors: Prioritizing the Bits that Matter in Variational Autoencoders
null
null
2.6
3.8
Reject
4;4;4;4;3
2;2;4;2;4
null
null
2022
2.25
null
null
0
null
null
null
2;2;2;3
null
null
null
graph neural networks
null
1.5
null
null
iclr
-1
0.57735
null
main
2.5
1;3;3;3
2;3;3;2
null
How Frequency Effect Graph Neural Networks
null
null
2.5
4.25
Withdraw
5;4;4;4
2;2;2;0
null
null
2022
2.8
null
null
0
null
null
null
3;1;3;3;4
null
null
null
word embeddings;sense embeddings;word sense induction
null
2.4
null
null
iclr
-0.48795
0.866025
null
main
5
3;5;5;6;6
2;3;3;3;4
null
Word Sense Induction with Knowledge Distillation from BERT
null
null
3
3.8
Reject
4;5;4;3;3
3;2;2;3;2
null
null
2022
2
null
null
0
null
null
null
1;3;2;2
null
null
null
magnitude;magnitude vector;edge detection;adversarial robustness;metric space;algebraic topology
null
2.25
null
null
iclr
0
0
null
main
3
3;3;3;3
3;3;3;2
null
The magnitude vector of images
null
null
2.75
3.5
Reject
4;3;3;4
2;3;2;2
null
null
2022
2
null
null
0
null
null
null
1;2;2;3
null
null
null
Dependent data sampling;SGD;sample complexity
null
2.25
null
null
iclr
-0.648886
0.688247
null
main
4.75
3;5;5;6
3;3;4;4
null
How to Improve Sample Complexity of SGD over Highly Dependent Data?
null
null
3.5
4
Reject
5;3;4;4
2;2;2;3
null
null
2022
2.2
null
null
0
null
null
null
2;2;2;2;3
null
null
null
Optimal Transport;Adversarial Machine Learning;Adversarial Training
null
2.2
null
null
iclr
0.25
-0.25
null
main
5.2
5;5;5;5;6
3;3;4;3;3
null
Improving Robustness with Optimal Transport based Adversarial Generalization
null
null
3.2
3.6
Withdraw
4;4;4;2;4
2;2;0;4;3
null
Under double-blind review
2022
3
null
null
0
null
null
null
2;3;3;4
null
null
null
null
null
3.25
null
null
iclr
-0.160128
0.585369
null
main
5.5
3;5;6;8
2;2;4;3
null
Model Validation Using Mutated Training Labels: An Exploratory Study
null
null
2.75
3.75
Reject
4;4;3;4
3;2;4;4
null
Google Research, Brain Team
2022
3.5
https://iclr.cc/virtual/2022/poster/6746; None
null
0
null
null
null
3;4;3;4
null
Nicolas Papernot, Thomas Steinke
https://iclr.cc/virtual/2022/poster/6746
differential privacy;hyperparameter tuning
null
3.25
null
https://openreview.net/forum?id=-70L8lpp9DF
iclr
0.426401
0
null
main
8
6;8;8;10
4;3;4;4
https://iclr.cc/virtual/2022/poster/6746
Hyperparameter Tuning with Renyi Differential Privacy
null
null
3.75
3.75
Oral
4;3;3;5
3;3;3;4
null
null
2022
2.25
null
null
0
null
null
null
3;2;2;2
null
null
null
null
null
2
null
null
iclr
-0.904534
-1
null
main
4
3;3;5;5
4;4;3;3
null
Deep Ensemble Policy Learning
null
null
3.5
4.25
Withdraw
5;5;3;4
2;2;2;2
null
null
2022
2.333333
null
null
0
null
null
null
2;3;2
null
null
null
Implicit Policy;State-action Visitation;Distribution Matching;Generative Adversarial Networks
null
3
null
null
iclr
0
1
null
main
5
3;6;6
2;3;3
null
State-Action Joint Regularized Implicit Policy for Offline Reinforcement Learning
null
null
2.666667
4
Reject
4;4;4
3;3;3
null
null
2022
2.25
null
null
0
null
null
null
1;2;3;3
null
null
null
null
null
2.25
null
null
iclr
-1
0.816497
null
main
4.5
3;5;5;5
2;3;4;3
null
Implicit vs Unfolded Graph Neural Networks
null
null
3
3.25
Withdraw
4;3;3;3
2;2;3;2
null
IBM Research - Zurich, SynSense, Zürich, Switzerland, ETH Zürich, Switzerland; ETH Zürich, Switzerland; SynSense, Zürich, Switzerland
2022
2.666667
https://iclr.cc/virtual/2022/poster/7062; None
null
0
null
null
null
3;2;3
null
Julian Büchel, Fynn Faber, Dylan R Muir
https://iclr.cc/virtual/2022/poster/7062
parameter attack;adversarial attack;neural network;deep learning;optimisation;neuromorphic processor
null
3
null
https://openreview.net/forum?id=-8sBpe7rDiV
iclr
0
0
null
main
6.666667
6;6;8
4;4;4
https://iclr.cc/virtual/2022/poster/7062
NETWORK INSENSITIVITY TO PARAMETER NOISE VIA PARAMETER ATTACK DURING TRAINING
null
null
4
3
Poster
2;4;3
3;3;3
null
null
2022
2.5
null
null
0
null
null
null
2;2;3;3
null
null
null
cognitive science;variational Bayes;category representation;sparse coding;representation learning;interpretable representations
null
1.75
null
null
iclr
-0.555556
0
null
main
4.25
3;3;5;6
2;4;3;3
null
VICE: Variational Inference for Concept Embeddings
null
null
3
3.25
Reject
4;3;3;3
2;1;2;2
null
null
2022
3
null
null
0
null
null
null
3;3;3;3
null
null
null
reinforcement learning;representation learning;mutual information
null
2.5
null
null
iclr
-1
0.333333
null
main
5.25
5;5;5;6
3;3;2;3
null
Learning Controllable Elements Oriented Representations for Reinforcement Learning
null
null
2.75
3.75
Reject
4;4;4;3
3;2;2;3
null
Department of Information Engineering and Computer Science (DISI), University of Trento, Trento, TN 38123, Italy
2022
2.666667
https://iclr.cc/virtual/2022/poster/6545; None
null
0
null
null
null
3;3;2
null
Yue Song, Nicu Sebe, Wei Wang
https://iclr.cc/virtual/2022/poster/6545
Differentiabl Matrix Square Root;Differentiable Matrix Decomposition;Vision Transformers
null
3
null
https://openreview.net/forum?id=-AOEi-5VTU8
iclr
0
0
null
main
8
8;8;8
4;3;4
https://iclr.cc/virtual/2022/poster/6545
Fast Differentiable Matrix Square Root
https://github.com/KingJamesSong/FastDifferentiableMatSqrt
null
3.666667
4.333333
Poster
4;5;4
3;3;3
null
null
2022
1.666667
null
null
0
null
null
null
1;2;2
null
null
null
null
null
1.666667
null
null
iclr
-0.5
1
null
main
2.333333
1;3;3
2;3;3
null
Dissecting Local Properties of Adversarial Examples
null
null
2.666667
3.666667
Reject
4;4;3
1;2;2
null
null
2022
2.5
null
null
0
null
null
null
2;2;3;3
null
null
null
face restoration;generative model
null
2.25
null
null
iclr
-0.408248
-0.408248
null
main
5
3;5;6;6
3;2;2;3
null
Rethinking Deep Face Restoration
null
null
2.5
4.5
Withdraw
5;4;5;4
2;2;2;3
null
Carnegie Mellon University, Pittsburgh, USA; Inria (Parietal), Gif-sur-Yvette, France; AIM, CEA, CNRS, Gif-sur-Yvette, France; University of Graz, Graz, Austria; CEA (Neurospin & Cosmostat), Inria (Parietal), Gif-sur-Yvette, France; CEA (Neurospin), Inria (Parietal), Gif-sur-Yvette, France
2022
3
https://iclr.cc/virtual/2022/poster/6363; None
null
0
null
null
null
3;3;3
null
Zaccharie Ramzi, Florian Mannel, Shaojie Bai, Jean-Luc Starck, Philippe Ciuciu, Thomas Moreau
https://iclr.cc/virtual/2022/poster/6363
implicit models;bi-level optimization;quasi-newton methods
null
2.666667
null
https://openreview.net/forum?id=-ApAkox5mp
iclr
0
0
null
main
8
8;8;8
4;3;4
https://iclr.cc/virtual/2022/poster/6363
SHINE: SHaring the INverse Estimate from the forward pass for bi-level optimization and implicit models
null
null
3.666667
3
Spotlight
3;3;3
2;3;3
null
null
2022
2.25
null
null
0
null
null
null
2;2;2;3
null
null
null
Class-Incremental Learning;Semantic Segmentation;Evidential Deep Learrning;Deep Neural Networks;Class-Incremental Semantic Segmentation;Continual-Learning
null
1.25
null
null
iclr
0
0.707107
null
main
4
3;3;5;5
2;3;4;3
null
Modeling Unknown Semantic Labels as Uncertainty in the Prediction: Evidential Deep Learning for Class-Incremental Semantic Segmentation
null
null
3
4
Withdraw
4;4;4;4
1;2;0;2
null
null
2022
2.8
null
null
0
null
null
null
2;2;3;3;4
null
null
null
out-of-distribution detection;robustness;OOD
null
1.8
null
null
iclr
0.095871
0.962533
null
main
6.6
3;6;6;8;10
2;3;3;4;4
null
Revisiting Out-of-Distribution Detection: A Simple Baseline is Surprisingly Effective
null
null
3.2
3
Reject
2;4;4;2;3
2;2;2;3;0
null
null
2022
1.6
null
null
0
null
null
null
1;2;1;2;2
null
null
null
Reinforcement Learning;Interpretability;Explainable Artificial Intelligence;Neural Networks
null
1.2
null
null
iclr
-0.408248
0.408248
null
main
1.8
1;1;1;3;3
2;2;1;2;2
null
Self Reward Design with Fine-grained Interpretability
null
null
1.8
3.4
Reject
3;4;4;2;4
2;1;1;2;0
null
null
2022
2
null
null
0
null
null
null
1;2;3
null
null
null
null
null
2
null
null
iclr
0
0.866025
null
main
3
1;3;5
2;2;3
null
A Reinforcement Learning Environment for Mathematical Reasoning via Program Synthesis
null
null
2.333333
4
Withdraw
4;4;4
1;2;3
null
LTS4, EPFL, Lausanne, Switzerland
2022
2.75
https://iclr.cc/virtual/2022/poster/6635; None
null
0
null
null
null
2;3;3;3
null
Clément Vignac, Pascal Frossard
https://iclr.cc/virtual/2022/poster/6635
set generation;graph generation;permutation equivariance;generative models;Top-N
null
2.25
null
https://openreview.net/forum?id=-Gk_IPJWvk
iclr
0.132453
0.973329
null
main
6.25
5;6;6;8
2;3;3;4
https://iclr.cc/virtual/2022/poster/6635
Top-N: Equivariant Set and Graph Generation without Exchangeability
null
null
3
3.75
Poster
4;3;4;4
2;3;2;2
null
null
2022
2.4
null
null
0
null
null
null
2;2;2;3;3
null
null
null
null
null
2.2
null
null
iclr
-0.575224
0.943242
null
main
5.2
3;5;6;6;6
2;3;3;3;3
null
Fundamental Limits of Transfer Learning in Binary Classifications
null
null
2.8
3
Reject
4;3;2;2;4
2;1;3;2;3
null
Department of Electrical and Computer Engineering, Ohio State University, Columbus, OH 43210, USA
2022
3.5
https://iclr.cc/virtual/2022/poster/6938; None
null
0
null
null
null
3;3;4;4
null
Ziwei Guan, Tengyu Xu, Yingbin Liang
https://iclr.cc/virtual/2022/poster/6938
emphatic temporal difference;finite-time analysis;off-policy evaluation;reinforcement learning
null
2.5
null
https://openreview.net/forum?id=-HSOjDPfhBJ
iclr
0
0
null
main
8
8;8;8;8
4;3;4;4
https://iclr.cc/virtual/2022/poster/6938
PER-ETD: A Polynomially Efficient Emphatic Temporal Difference Learning Method
null
null
3.75
3
Poster
3;3;3;3
3;3;2;2
null
null
2022
2
null
null
0
null
null
null
2;2;2
null
null
null
Clustering
null
2
null
null
iclr
0.755929
0
null
main
4.666667
3;5;6
3;3;3
null
Language-Guided Image Clustering
null
null
3
3.333333
Withdraw
3;3;4
2;2;2
null
null
2022
2.4
null
null
0
null
null
null
3;2;3;1;3
null
null
null
multi-task learning;dynamic networks;adaptive inference;neural network
null
2
null
null
iclr
0
0
null
main
3
3;3;3;3;3
2;3;2;3;2
null
DYNASHARE: DYNAMIC NEURAL NETWORKS FOR MULTI-TASK LEARNING
null
null
2.4
4.2
Withdraw
4;4;4;4;5
3;3;2;1;1
null
null
2022
2.333333
null
null
0
null
null
null
2;3;2
null
null
null
null
null
2
null
null
iclr
0
0
null
main
6
6;6;6
4;3;4
null
Multi-agent Performative Prediction: From Global Stability and Optimality to Chaos
null
null
3.666667
3.333333
Reject
4;3;3
2;2;2
null
null
2022
2.5
null
null
0
null
null
null
2;2;3;3
null
null
null
null
null
2.75
null
null
iclr
0.333333
1
null
main
4.5
3;5;5;5
2;3;3;3
null
Zero-Round Active Learning
null
null
2.75
4.25
Withdraw
4;4;4;5
2;3;3;3
null
null
2022
3.2
null
null
0
null
null
null
3;3;3;3;4
null
null
null
graph neural networks;expressive power;complexity
null
1.6
null
null
iclr
0.612372
0.408248
null
main
5.6
5;5;6;6;6
3;3;3;3;4
null
Counting Substructures with Higher-Order Graph Neural Networks: Possibility and Impossibility Results
null
null
3.2
3.6
Reject
3;3;4;3;5
2;0;2;2;2
null
University of California, Los Angeles; Northwestern University; Dartmouth College; University of Texas, Austin
2022
2.6
https://iclr.cc/virtual/2022/poster/6175; None
null
0
null
null
null
2;2;3;3;3
null
Ruibo Liu, CHONGYANG GAO, Chenyan Jia, Guangxuan Xu, Soroush Vosoughi
https://iclr.cc/virtual/2022/poster/6175
style transfer;non-parallel corpus;imitation learning;language models;political stance transfer
null
2.8
null
https://openreview.net/forum?id=-TSe5o7STVR
iclr
0
0.49099
null
main
6.2
3;6;6;8;8
3;3;3;4;3
https://iclr.cc/virtual/2022/poster/6175
Non-Parallel Text Style Transfer with Self-Parallel Supervision
null
null
3.2
4
Poster
4;3;5;4;4
3;3;2;3;3
null
null
2022
1.666667
null
null
0
null
null
null
1;2;2
null
null
null
null
null
2.333333
null
null
iclr
-1
-0.5
null
main
4.333333
3;5;5
4;3;4
null
Safe Deep RL in 3D Environments using Human Feedback
null
null
3.666667
3.333333
Reject
4;3;3
2;2;3
null
null
2022
2
null
null
0
null
null
null
2;2;1;3
null
null
null
Backdoor Attacks;Multi-Agent Reinforcement Learning
null
1.5
null
null
iclr
-0.816497
0.333333
null
main
3.5
3;3;3;5
2;3;3;3
null
MARNET: Backdoor Attacks against Value-Decomposition Multi-Agent Reinforcement Learning
null
null
2.75
3
Withdraw
3;4;3;2
2;0;1;3
null
null
2022
2.25
null
null
0
null
null
null
2;1;3;3
null
null
null
Exploration;Uncertainty;Reinforcement Learning
null
2.75
null
null
iclr
0
0.57735
null
main
4.5
3;3;6;6
2;2;2;3
null
OVD-Explorer: A General Information-theoretic Exploration Approach for Reinforcement Learning
null
null
2.25
3
Reject
3;3;3;3
3;2;3;3
null
null
2022
2
null
null
0
null
null
null
2;2;2;2
null
null
null
null
null
1.75
null
null
iclr
0
0
null
main
3
3;3;3;3
3;2;1;2
null
A Compositional Approach to Occlusion in Panoptic Segmentation
null
null
2
4
Withdraw
4;4;3;5
2;1;1;3
null
null
2022
1.75
null
null
0
null
null
null
1;2;2;2
null
null
null
AutoML;NAS;Neural Architecture Search;Ranking
null
2
null
null
iclr
-0.333333
0.333333
null
main
3.5
3;3;3;5
3;2;3;3
null
Ranking Convolutional Architectures by their Feature Extraction Capabilities
null
null
2.75
4.25
Withdraw
4;4;5;4
2;2;2;2
null
null
2022
2
null
null
0
null
null
null
2;2;2;2
null
null
null
machine learning;deep learning;orthogonalisation;optmisation;optimization
null
2
null
null
iclr
0
0
null
main
3
3;3;3;3
2;2;2;2
null
Orthogonalising gradients to speedup neural network optimisation
null
null
2
4.5
Reject
4;5;4;5
2;2;2;2
null
null
2022
2.75
null
null
0
null
null
null
2;2;3;4
null
null
null
null
null
2.25
null
null
iclr
-0.710669
0.544331
null
main
5
3;3;6;8
3;2;3;3
null
Equalized Robustness: Towards Sustainable Fairness Under Distributional Shifts
null
null
2.75
3.25
Reject
4;4;2;3
1;2;3;3
null
1University of Cambridge, 2MPI for Intelligent Systems; 1University of Cambridge, 5The Alan Turing Institute; 2MPI for Intelligent Systems; 3Stanford University, 4Google Research
2022
3.333333
https://iclr.cc/virtual/2022/poster/6685; None
null
0
null
null
null
3;3;4
null
Chaochao Lu, Yuhuai Wu, José Miguel Hernández Lobato, Bernhard Schoelkopf
https://iclr.cc/virtual/2022/poster/6685
null
null
3.333333
null
https://openreview.net/forum?id=-e4EXDWXnSn
iclr
0
1
null
main
6.666667
6;6;8
3;3;4
https://iclr.cc/virtual/2022/poster/6685
Invariant Causal Representation Learning for Out-of-Distribution Generalization
null
null
3.333333
3
Poster
3;3;3
3;3;4
null
null
2022
1.8
null
null
0
null
null
null
1;2;2;2;2
null
null
null
sparsity;natural language processing;pre-training;computational efficiency
null
2.4
null
null
iclr
-0.592927
-0.395285
null
main
4
3;3;3;5;6
3;3;3;2;3
null
Towards Structured Dynamic Sparse Pre-Training of BERT
null
null
2.8
3.4
Reject
4;4;3;4;2
2;2;2;3;3
null
null
2022
2.25
null
null
0
null
null
null
1;3;2;3
null
null
null
Working Memory;RNN;Dynamical Systems;Slow Manifold;Gating
null
2.25
null
null
iclr
-0.70014
-0.140028
null
main
5.75
3;6;6;8
4;3;3;4
null
Gating Mechanisms Underlying Sequence-to-Sequence Working Memory
null
null
3.5
3.5
Reject
4;3;4;3
1;1;3;4
null
null
2022
2.5
null
null
0
null
null
null
2;3;2;3
null
null
null
density-based clustering;diffusion process;density function;face clustering
null
2.25
null
null
iclr
0.816497
0.333333
null
main
4.5
3;5;5;5
2;3;2;2
null
Density-based Clustering with Kernel Diffusion
null
null
2.25
4
Reject
3;5;4;4
3;2;2;2
null
null
2022
2.75
null
null
0
null
null
null
2;3;2;4
null
null
null
Adversarial training;Robust overfitting;Double descent;Label noise
null
2.25
null
null
iclr
0
-0.57735
null
main
5.75
5;6;6;6
4;4;3;3
null
Double Descent in Adversarial Training: An Implicit Label Noise Perspective
null
null
3.5
4
Reject
4;4;3;5
2;3;0;4
null
University of Zurich
2022
2.8
https://iclr.cc/virtual/2022/poster/5935; None
null
0
null
null
null
2;3;2;4;3
null
Ada Wan
https://iclr.cc/virtual/2022/poster/5935
fairness;evaluation;multilingual NLP / multilinguality;representation learning for language data;statistical comparisons;Double Descent;conditional language modeling;data-centric approach;diversity in AI;morphology;Transformer;meta evaluation;visualization or interpretation of learned representations;character encoding;internationalization and localization;robustness;statistical science for NLP;science in the era of AI/DL (AIxScience);transdisciplinarity
null
3
null
https://openreview.net/forum?id=-llS6TiOew
iclr
-0.218218
0
null
main
7.2
6;6;8;8;8
3;3;3;3;3
https://iclr.cc/virtual/2022/poster/5935
Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling
null
null
3
3.8
Spotlight
3;5;4;3;4
2;3;3;4;3
null
School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University; Anhui University
2022
2.75
https://iclr.cc/virtual/2022/poster/6435; None
null
0
null
null
null
2;3;3;3
null
Xiaoyang Huang, Jiancheng Yang, Yanjun Wang, Ziyu Chen, Linguo Li, Teng Li, Bingbing Ni, Wenjun Zhang
https://iclr.cc/virtual/2022/poster/6435
shape embedding;3D deep learning;shape classification and segmentation
null
3
null
https://openreview.net/forum?id=-ngwPqanCEZ
iclr
0
1
null
main
5.5
5;5;6;6
3;3;4;4
https://iclr.cc/virtual/2022/poster/6435
Representation-Agnostic Shape Fields
https://github.com/seanywang0408/RASF
null
3.5
4
Poster
4;4;4;4
2;3;3;4
null
null
2022
2.8
null
null
0
null
null
null
2;2;3;3;4
null
null
null
deep learning;anomaly detection;unsupervised learning;sequential data
null
2
null
null
iclr
-0.375
0.875
null
main
3.8
1;3;5;5;5
2;3;3;3;3
null
S$^3$ADNet: Sequential Anomaly Detection with Pessimistic Contrastive Learning
null
null
2.8
3.8
Reject
4;4;4;3;4
1;2;2;3;2
null
null
2022
3
null
null
0
null
null
null
3;2;4
null
null
null
null
null
1.666667
null
null
iclr
0.5
-0.5
null
main
5.333333
5;5;6
3;4;3
null
Reynolds Equivariant and Invariant Networks
null
null
3.333333
2.666667
Withdraw
3;2;3
1;2;2
null
null
2022
3
null
null
0
null
null
null
3;3;3;3
null
null
null
Machine Learning;Information Theory;Multi-Armed Bandits
null
2.5
null
null
iclr
-0.816497
-0.333333
null
main
5.75
5;6;6;6
4;4;4;3
null
Contextual Multi-Armed Bandit with Communication Constraints
null
null
3.75
3
Reject
4;3;3;2
2;3;2;3
null
null
2022
2.4
null
null
0
null
null
null
2;2;2;3;3
null
null
null
MLP;transformers;speech signal processing
null
2
null
null
iclr
0.0625
0.875
null
main
5.2
3;5;5;5;8
3;3;3;3;4
null
Speech-MLP: a simple MLP architecture for speech processing
null
null
3.2
3.8
Reject
4;4;3;4;4
0;2;2;3;3
null
null
2022
2.75
null
null
0
null
null
null
2;3;3;3
null
null
null
Meta-learning;self-attention;feature-selection
null
3
null
null
iclr
0
0
null
main
6
6;6;6;6
3;3;3;3
null
Attentional meta-learners for few-shot polythetic classification
null
null
3
3.75
Reject
4;4;4;3
3;3;2;4
null
null
2022
2.5
null
null
0
null
null
null
2;3;3;2
null
null
null
Multi-Agent Reinforcement Learning;Inventory Management;Shared Resource;Decentralized Training Paradigm;Model-based RL
null
2.25
null
null
iclr
-0.57735
0
null
main
5.5
5;5;6;6
3;3;3;3
null
Multi-Agent Reinforcement Learning with Shared Resource in Inventory Management
null
null
3
3.75
Reject
4;4;4;3
2;2;3;2
null
Department of Computer Science, University of Oxford; GlaxoSmithKline, Artificial Intelligence & Machine Learning; MIT
2022
2
https://iclr.cc/virtual/2022/poster/6889; None
null
0
null
null
null
1;3;2
null
Arash Mehrjou, Ashkan Soleymani, Andrew Jesson, Pascal Notin, Yarin Gal, Stefan Bauer, Patrick Schwab
https://iclr.cc/virtual/2022/poster/6889
batch active learning;drug discovery;benchmark
null
3
null
https://openreview.net/forum?id=-w2oomO6qgc
iclr
0
0
null
main
6
6;6;6
3;3;3
https://iclr.cc/virtual/2022/poster/6889
GeneDisco: A Benchmark for Experimental Design in Drug Discovery
null
null
3
3.666667
Poster
4;4;3
3;4;2
null
null
2022
2.75
null
null
0
null
null
null
2;3;4;2
null
null
null
Inductive Relation Prediction;Topological Data Analysis;Cycle Basis;Homology
null
2.5
null
null
iclr
-0.522233
0.522233
null
main
3.5
1;3;5;5
2;2;4;2
null
A Topological View of Rule Learning in Knowledge Graphs
null
null
2.5
3.75
Reject
4;4;3;4
2;3;3;2
null
null
2022
1.75
null
null
0
null
null
null
2;2;1;2
null
null
null
multi-task learning;MTL;reinforcement learning;machine learning;routing networks;modular networks
null
1.5
null
null
iclr
0
0
null
main
3
3;3;3;3
3;2;4;3
null
LRN: Limitless Routing Networks for Effective Multi-task Learning
null
null
3
4.25
Reject
4;5;4;4
2;1;1;2
null
null
2022
2
null
null
0
null
null
null
2;2;2;2
null
null
null
temporal point process;event sequence clustering;deep learning
null
1.5
null
null
iclr
0
0.57735
null
main
4
3;3;5;5
3;3;3;4
null
Learning mixture of neural temporal point processes for event sequence clustering
null
null
3.25
4
Withdraw
4;4;4;4
2;0;2;2
null
null
2022
2.25
null
null
0
null
null
null
2;2;2;3
null
null
null
data augmentation;self-supervision;video representation
null
1.75
null
null
iclr
-0.174078
0.333333
null
main
3.5
3;3;3;5
3;3;2;3
null
Vi-MIX FOR SELF-SUPERVISED VIDEO REPRESENTATION
null
null
2.75
4.25
Withdraw
5;5;3;4
2;1;2;2
null
null
2022
2.75
https://iclr.cc/virtual/2022/poster/6204; None
null
0
null
null
null
3;3;3;2
null
Hae Beom Lee, Hayeon Lee, JaeWoong Shin, Eunho Yang, Timothy Hospedales, Sung Ju Hwang
https://iclr.cc/virtual/2022/poster/6204
Hyperparameter Optimization;Meta-learning
null
3
null
https://openreview.net/forum?id=01AMRlen9wJ
iclr
-0.707107
0.57735
null
main
7
6;6;8;8
3;3;3;4
https://iclr.cc/virtual/2022/poster/6204
Online Hyperparameter Meta-Learning with Hypergradient Distillation
null
null
3.25
3
Spotlight
3;4;2;3
3;3;3;3
null
null
2022
2.5
null
null
0
null
null
null
3;2;2;3
null
null
null
GAN;Latent Space;Latent semantics;Regression;Few-Shot
null
2.75
null
null
iclr
0
0.57735
null
main
5.75
5;5;5;8
3;3;4;4
null
LARGE: Latent-Based Regression through GAN Semantics
null
null
3.5
4
Withdraw
4;4;4;4
3;3;2;3
null
null
2022
2.75
https://iclr.cc/virtual/2022/poster/7063; None
null
0
null
null
null
2;3;3;3
null
Tian Xie, Xiang Fu, Octavian Ganea, Regina Barzilay, Tommi Jaakkola
https://iclr.cc/virtual/2022/poster/7063
materials;graph neural networks;periodic;diffusion models;score matching;molecule;3D;generative
null
3.25
null
https://openreview.net/forum?id=03RLpj-tc_
iclr
0.160128
0.83205
null
main
5.5
3;5;6;8
3;3;4;4
https://iclr.cc/virtual/2022/poster/7063
Crystal Diffusion Variational Autoencoder for Periodic Material Generation
null
null
3.5
4.25
Poster
4;4;5;4
3;3;3;4
null
null
2022
2.8
https://iclr.cc/virtual/2022/poster/6851; None
null
0
null
null
null
3;2;3;3;3
null
FNU Hairi, Jia Liu, Songtao Lu
https://iclr.cc/virtual/2022/poster/6851
null
null
2
null
https://openreview.net/forum?id=04pGUg0-pdZ
iclr
0.166667
0.666667
null
main
6.8
6;6;6;8;8
4;3;3;4;4
https://iclr.cc/virtual/2022/poster/6851
Finite-Time Convergence and Sample Complexity of Multi-Agent Actor-Critic Reinforcement Learning with Average Reward
null
null
3.6
3.4
Spotlight
3;3;4;3;4
2;1;2;2;3
null
null
2022
2.2
null
null
0
null
null
null
1;2;2;2;4
null
null
null
emergent language;reinforcement learning;neural networks
null
2.2
null
null
iclr
0.102062
0.6875
null
main
3.2
1;3;3;3;6
2;3;3;3;3
null
Shaped Rewards Bias Emergent Language
null
null
2.8
3.6
Reject
4;4;3;3;4
1;2;2;2;4
null
Singapore Institute of Manufacturing Technology, A*STAR, Singapore; Institute of Marine Science and Technology, Shandong University, Qingdao, China; School of Computer Science and Engineering, Nanyang Technological University, Singapore
2022
2
https://iclr.cc/virtual/2022/poster/7065; None
null
0
null
null
null
2;2;2
null
Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang
https://iclr.cc/virtual/2022/poster/7065
Conditional Variational Autoencoder;Stochastic Integer Programming;Scenario Reduction
null
2.666667
null
https://openreview.net/forum?id=06Wy2BtxXrz
iclr
0
0
null
main
6
6;6;6
3;3;4
https://iclr.cc/virtual/2022/poster/7065
Learning Scenario Representation for Solving Two-stage Stochastic Integer Programs
null
null
3.333333
2.666667
Poster
3;2;3
2;3;3
null
null
2022
2.25
null
null
0
null
null
null
2;2;3;2
null
null
null
differential privacy;differentially private SGD;privacy-preserving training
null
2.75
null
null
iclr
-0.57735
1
null
main
4.5
3;5;5;5
2;3;3;3
null
Differentially Private SGD with Sparse Gradients
null
null
2.75
3.5
Reject
4;3;3;4
2;2;4;3
null
Department of Electrical&Computer Engineering, University of Minnesota; Center for Magnetic Resonance Research, University of Minnesota
2022
2.333333
https://iclr.cc/virtual/2022/poster/6862; None
null
0
null
null
null
2;2;3
null
Burhaneddin Yaman, Seyed Amir Hossein Hosseini, Mehmet Akcakaya
https://iclr.cc/virtual/2022/poster/6862
Zero-shot learning;Self-supervised learning;MRI Reconstruction;Transfer learning;Physics-guided deep learning
null
2.666667
null
https://openreview.net/forum?id=085y6YPaYjP
iclr
-0.5
-0.5
null
main
5.333333
5;5;6
4;3;3
https://iclr.cc/virtual/2022/poster/6862
Zero-Shot Self-Supervised Learning for MRI Reconstruction
null
null
3.333333
4.333333
Poster
5;4;4
2;3;3
null
University of Freiburg; University of Freiburg, Bosch Center for AI; Abacus.AI
2022
2.25
https://iclr.cc/virtual/2022/poster/7126; None
null
0
null
null
null
2;1;3;3
null
Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
https://iclr.cc/virtual/2022/poster/7126
neural architecture search;AutoML
null
3.25
null
https://openreview.net/forum?id=0DLwqQLmqV
iclr
0
-0.333333
null
main
7.5
6;8;8;8
4;3;4;4
https://iclr.cc/virtual/2022/poster/7126
NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy
https://github.com/automl/naslib
null
3.75
4
Poster
4;5;4;3
3;4;3;3
null
Stanford University
2022
2.5
https://iclr.cc/virtual/2022/poster/6846; None
null
0
null
null
null
2;2;3;3
null
Eric Mitchell, Charles Lin, Antoine Bosselut, Chelsea Finn, Christopher Manning
https://iclr.cc/virtual/2022/poster/6846
editing;transfomers;meta-learning
null
2.75
null
https://openreview.net/forum?id=0DcZxeWfOPt
iclr
0.070535
0.493742
https://sites.google.com/view/mend-editing
main
6.25
3;6;8;8
3;3;4;3
https://iclr.cc/virtual/2022/poster/6846
Fast Model Editing at Scale
null
null
3.25
3.75
Poster
4;3;4;4
2;2;3;4
null
null
2022
1.25
null
null
0
null
null
null
1;1;2;1
null
null
null
cGAN;CFD;Image-to-Image;Fluid Simulation
null
1
null
null
iclr
-0.57735
-0.301511
null
main
2
1;1;3;3
2;3;3;1
null
A New Perspective on Fluid Simulation: An Image-to-Image Translation Task via Neural Networks
null
null
2.25
4.75
Reject
5;5;5;4
1;1;2;0
null
null
2022
2.5
null
null
0
null
null
null
2;3;3;2
null
null
null
Multi-Agent Reinforcement Learning (MARL);Offline reinforcement learning (RL);Offline Multi-Agent Reinforcement Learning
null
2.5
null
null
iclr
-0.57735
1
null
main
5.5
5;5;6;6
3;3;4;4
null
Plan Better Amid Conservatism: Offline Multi-Agent Reinforcement Learning with Actor Rectification
null
null
3.5
3.25
Reject
3;4;3;3
2;3;3;2
null
Shanghai Jiaotong University; Ant Group; Ant Group, Shanghai Jiaotong University; TU Wien, Austria
2022
3
https://iclr.cc/virtual/2022/poster/6827; None
null
0
null
null
null
4;2;3;3
null
Shi Zhan Liu, Hang Yu, Cong Liao, Jianguo Li, Weiyao Lin, Alex Liu ·
https://iclr.cc/virtual/2022/poster/6827
sparse attention;pyramidal graph;Transformer;time series forecasting;long-range dependence;multiresolution
null
3
null
https://openreview.net/forum?id=0EXmFzUn5I
iclr
-0.57735
0.57735
null
main
7
6;6;8;8
4;3;4;4
https://iclr.cc/virtual/2022/poster/6827
Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting
https://github.com/alipay/Pyraformer
null
3.75
3.75
Oral
4;4;3;4
3;3;3;3
null
null
2022
2.666667
null
null
0
null
null
null
3;2;3
null
null
null
Reinforcement Learning;Algorithmic Stability;Generalisation;Overfitting;Target Network;Fitted TD;Off-Policy;Batch Reinforcement Learning
null
0.666667
null
null
iclr
0
0
null
main
3
3;3;3
3;2;3
null
Stability and Generalisation in Batch Reinforcement Learning
null
null
2.666667
3.333333
Reject
4;4;2
2;0;0
null
null
2022
2.5
null
null
0
null
null
null
2;2;3;3
null
null
null
Multi-agent Reinforcement Learning
null
3
null
null
iclr
0.904534
0.57735
null
main
5.5
5;5;6;6
3;2;3;3
null
Role Diversity Matters: A Study of Cooperative Training Strategies for Multi-Agent RL
null
null
2.75
3.25
Reject
3;2;4;4
3;2;4;3
null
null
2022
2
null
null
0
null
null
null
2;2;2;2
null
null
null
continuous-time dynamic graphs;temporal graph neural networks;graph neural networks
null
2.5
null
null
iclr
-0.816497
0
null
main
5.75
5;6;6;6
3;3;3;3
null
Online graph nets
null
null
3
4
Withdraw
5;4;4;3
3;3;2;2
null
null
2022
3
null
null
0
null
null
null
3;3;4;2
null
null
null
Graph Convolutional Networks;Efficient Networks
null
3
null
null
iclr
0.816497
0
null
main
5
3;5;6;6
3;3;3;3
null
D$^2$-GCN: Data-Dependent GCNs for Boosting Both Efficiency and Scalability
null
null
3
3.5
Reject
3;3;4;4
3;3;4;2
null
University of Oxford, Oxford, United Kingdom; VinAI Research, Hanoi, Vietnam
2022
2.5
https://iclr.cc/virtual/2022/poster/6322; None
null
0
null
null
null
2;2;3;3
null
A. Tuan Nguyen, Toan Tran, Yarin Gal, Philip Torr, Atilim Gunes Baydin
https://iclr.cc/virtual/2022/poster/6322
domain adaptation;invariant representation
null
2.75
null
https://openreview.net/forum?id=0JzqUlIVVDd
iclr
-0.140028
0.727607
null
main
5.75
3;6;6;8
3;3;3;4
https://iclr.cc/virtual/2022/poster/6322
KL Guided Domain Adaptation
null
null
3.25
3.5
Poster
4;3;3;4
2;3;3;3
null
null
2022
2
null
null
0
null
null
null
2;1;3
null
null
null
representation learning;gesture generation;vector quantization;machine translation
null
1.666667
null
null
iclr
-0.188982
0.944911
null
main
4.666667
3;5;6
2;3;3
null
Gesture2Vec: Clustering Gestures using Representation Learning Methods for Co-speech Gesture Generation
null
null
2.666667
4.666667
Reject
5;4;5
0;2;3
null
null
2022
2.4
null
null
0
null
null
null
2;2;2;3;3
null
null
null
kernel continual learning;generative learning;catastrophic forgetting
null
2
null
null
iclr
0
0.645497
null
main
4.2
3;3;3;6;6
3;3;2;4;3
null
Generative Kernel Continual Learning
null
null
3
4
Withdraw
4;4;4;4;4
1;2;2;3;2
null
null
2022
2
null
null
0
null
null
null
2;2;2
null
null
null
few-shot learning;noisy labels;variational inference;cross-modality;uncertainty;robustness
null
2.666667
null
null
iclr
0.944911
0.944911
null
main
6.333333
5;6;8
3;3;4
null
Robust Cross-Modal Semi-supervised Few Shot Learning
null
null
3.333333
2.333333
Reject
2;2;3
2;3;3
null
null
2022
2.25
null
null
0
null
null
null
1;3;3;2
null
null
null
hard-label attacks;adversarial machine learning;generalization
null
1.75
null
null
iclr
-0.870388
0.870388
null
main
4.5
3;5;5;5
1;3;2;3
null
Less is More: Dimension Reduction Finds On-Manifold Adversarial Examples in Hard-Label Attacks
null
null
2.25
2.75
Reject
4;2;3;2
1;0;3;3
null
UC San Diego; Carnegie Mellon University; University of Southern California
2022
3.333333
https://iclr.cc/virtual/2022/poster/6524; None
null
0
null
null
null
3;3;4
null
Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig
https://iclr.cc/virtual/2022/poster/6524
parameter-efficient transfer learning;unified view;natural language processing
null
3.333333
null
https://openreview.net/forum?id=0RDcd5Axok
iclr
0.866025
0.5
null
main
8.666667
8;8;10
3;4;4
https://iclr.cc/virtual/2022/poster/6524
Towards a Unified View of Parameter-Efficient Transfer Learning
https://github.com/jxhe/unify-parameter-efficient-tuning
null
3.666667
4
Spotlight
4;3;5
3;3;4
null
Baidu Research, 1195 Bordeaux Dr, Sunnyvale, CA 94089, USA
2022
2.25
https://iclr.cc/virtual/2022/poster/6093; None
null
0
null
null
null
2;2;2;3
null
Xingyu Cai, Jiahong Yuan, Yuchen Bian, Guangxu Xun, Jiaji Huang, Kenneth Church
https://iclr.cc/virtual/2022/poster/6093
CTC;wild cards;dynamic programing;partial alignment
null
2.75
null
https://openreview.net/forum?id=0RqDp8FCW5Z
iclr
0
0
null
main
6
6;6;6;6
4;3;4;3
https://iclr.cc/virtual/2022/poster/6093
W-CTC: a Connectionist Temporal Classification Loss with Wild Cards
null
null
3.5
4.25
Poster
5;4;4;4
2;3;3;3
null
null
2022
2.333333
null
null
0
null
null
null
3;2;2
null
null
null
additive manufacturing;closed-loop;reinforcement learning;in-process
null
2.333333
null
null
iclr
0
0
null
main
5
5;5;5
3;4;2
null
Closed-Loop Control of Additive Manufacturing via Reinforcement Learning
null
null
3
3.333333
Reject
3;3;4
2;2;3
null
null
2022
2.25
null
null
0
null
null
null
2;2;2;3
null
null
null
Deep learning;uncertainty estimation;out-of-distribution detection
null
2.5
null
null
iclr
0.816497
0.816497
null
main
6
5;5;6;8
3;3;4;4
null
Deep Classifiers with Label Noise Modeling and Distance Awareness
null
null
3.5
3.5
Reject
3;3;4;4
2;2;3;3
null
null
2022
2.75
null
null
0
null
null
null
2;3;3;3
null
null
null
Deep Probabilistic Programming Languages;Probabilistic Circuits;Neuro-Symbolic Computations
null
2.5
null
null
iclr
-0.992278
0.800641
null
main
5.5
3;5;6;8
3;3;3;4
null
SLASH: Embracing Probabilistic Circuits into Neural Answer Set Programming
null
null
3.25
3.5
Reject
5;4;3;2
2;2;3;3
null
Georgia Institute of Technology; DeepMind
2022
2.25
https://iclr.cc/virtual/2022/poster/6390; None
null
0
null
null
null
2;2;2;3
null
Shantanu Thakoor, Corentin Tallec, Mohammad Gheshlaghi Azar, Mehdi Azabou, Eva Dyer, Remi Munos, Petar Veličković, Michal Valko
https://iclr.cc/virtual/2022/poster/6390
null
null
3.25
null
https://openreview.net/forum?id=0UXT6PpRpW
iclr
0.662266
0.688247
null
main
6.25
5;6;6;8
3;3;4;4
https://iclr.cc/virtual/2022/poster/6390
Large-Scale Representation Learning on Graphs via Bootstrapping
null
null
3.5
4.5
Poster
3;5;5;5
4;3;3;3
null
null
2022
2.25
null
null
0
null
null
null
2;2;3;2
null
null
null
multi-agent reinforcement learning
null
2.25
null
null
iclr
-1
-0.57735
null
main
4
3;3;5;5
3;3;3;2
null
Online Tuning for Offline Decentralized Multi-Agent Reinforcement Learning
null
null
2.75
4.5
Reject
5;5;4;4
2;2;3;2