Emergent temporal abstractions in autoregressive models enable hierarchical reinforcement learning Paper • 2512.20605 • Published 18 days ago • 60
WUSH: Near-Optimal Adaptive Transforms for LLM Quantization Paper • 2512.00956 • Published Nov 30, 2025 • 20
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
Quartet: Native FP4 Training Can Be Optimal for Large Language Models Paper • 2505.14669 • Published May 20, 2025 • 78
DarwinLM: Evolutionary Structured Pruning of Large Language Models Paper • 2502.07780 • Published Feb 11, 2025 • 18
QuEST: Stable Training of LLMs with 1-Bit Weights and Activations Paper • 2502.05003 • Published Feb 7, 2025 • 42