Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization Paper • 2509.23202 • Published Sep 27, 2025 • 27
The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm Paper • 2507.18553 • Published Jul 24, 2025 • 40
SVD-Free Low-Rank Adaptive Gradient Optimization for Large Language Models Paper • 2505.17967 • Published May 23, 2025 • 17
HALO: Hadamard-Assisted Lossless Optimization for Efficient Low-Precision LLM Training and Fine-Tuning Paper • 2501.02625 • Published Jan 5, 2025 • 15
QuEST: Stable Training of LLMs with 1-Bit Weights and Activations Paper • 2502.05003 • Published Feb 7, 2025 • 42
RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation Paper • 2401.04679 • Published Jan 9, 2024 • 2
QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models Paper • 2310.16795 • Published Oct 25, 2023 • 27
