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rajkumarrawal 
posted an update 10 days ago
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1557
I submitted a "Context-Value-Action Architecture for Value-Driven Large Language Model Agents" Paper by TianZe Zhang, Sirui Sun, Yuhang Xie, Xin Zhang Zhiqiang Wu Guojie Song· From
PekingUniversity
to Daily Papers on
huggingface
.

Large language models exhibit behavioral rigidity that worsens with intensified reasoning, prompting the development of a Context-Value-Action architecture that decouples action generation from cognitive reasoning using a Value Verifier trained on human data.

Context-Value-Action Architecture for Value-Driven Large Language Model Agents (2604.05939)
rajkumarrawal 
posted an update 2 months ago
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225
I submitted a "Continual GUI Agents" Paper by Ziwei Liu, Borul Kang, Hangjie Yuan, Zixiang Zhao, Wei li, Yifan Zhu, Tao Feng ,
From
Tsinghua
,
ZhejiangUniversity
,
ethz
,
BUPT2023213296
. to Daily Papers on
huggingface
.

Continual GUI Agents framework addresses performance degradation in dynamic digital environments through reinforcement fine tuning with novel anchoring rewards that stabilize learning across shifting UI domains and resolutions.

Continual GUI Agents (2601.20732)
rajkumarrawal 
posted an update 3 months ago
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3686
I submitted a "FlashLabs Chroma 1.0: A Real-Time End-to-End Spoken Dialogue Model with Personalized Voice Cloning" Paper by Tanyu Chen, Tairan Chen, Kai shen , Zhenghua Bao, Zhihui Zhang, Man Yuan, Yi Shi From
FlashLabs
to Daily Papers on
huggingface
.

Chroma 1.0 enables real time spoken dialogue with personalized voice cloning through discrete speech representations and interleaved text audio token scheduling.

Chroma 1.0 , the world’s first open source, real time speech to speech model with voice cloning.

FlashLabs Chroma 1.0: A Real-Time End-to-End Spoken Dialogue Model with Personalized Voice Cloning (2601.11141)
ovi054 
posted an update 3 months ago
rajkumarrawal 
posted an update 3 months ago
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863
I submitted a "AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts" Paper by @weizhihao1KeyuLi Junhao shi @dqwangDequan Wang @YangXiao-nlpYang Xiao Mohan Jiang @Sunshine279Jie Sun Yunze Wu Shijie Xia Xiaojie Cai Tianze Xu Weiye Si Wenjie Li Pengfei Liu From
SJTU
Shanghai Jiao Tong University
PolyUHK
The Hong Kong Polytechnic University GAIRSII-GAIR to Daily Papers on huggingfaceHugging Face.

A potentially another direction for Benchmarking the Frontiers of Autonomous Agents in 2026

Some of the observations founded are :-

-- Long-horizon tasks remain challenging :
Even frontier models struggle with sustained reasoning over real world tasks that require 1M tokens and 90 tool calls, indicating limits in long context autonomy.

-- Proprietary models outperform open source models:
Closed source models achieve a higher average score (48.4%) than open source counterparts (32.1%), revealing a persistent performance gap on complex agentic tasks.

-- Feedback driven self correction varies widely:
Models like GPT 5.2 and Claude show strong gains from iterative feedback, while others (e.g. DeepSeek V3.2) exhibit minimal or no improvement after feedback.

-- Efficiency trade offs are significant:
High performing models often consume far more tokens and time, some models (e.g. Grok 4.1 Fast) are more token efficient despite lower absolute scores.

-- Agentic scaffolds strongly influence performance:
Models tend to perform best within their native or optimized ecosystems, highlighting that agent performance depends on tight coupling between the model and its scaffold not the model alone.

..... many more...

AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts (2601.11044)
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ovi054 
posted an update 3 months ago
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2223
My project, Anim-Lab-AI, won the Community Choice Award at the MCP-1st-Birthday hackathon by @HuggingFace and @Gradio ! 🏆

It turns any idea or complex concept into a clear, engaging explainer animation video. 🎥

I want to thank everyone in the Hugging Face community for supporting my project!

MCP-1st-Birthday/anim-lab-ai
  • 2 replies
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rajkumarrawal 
posted an update 3 months ago