LiteStage: Latency-aware Layer Skipping for Multi-stage Reasoning Paper • 2510.14211 • Published Oct 16, 2025 • 7
QWHA: Quantization-Aware Walsh-Hadamard Adaptation for Parameter-Efficient Fine-Tuning on Large Language Models Paper • 2509.17428 • Published Sep 22, 2025 • 9
Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning Paper • 2505.13866 • Published May 20, 2025 • 17
AUTOACT: Automatic Agent Learning from Scratch via Self-Planning Paper • 2401.05268 • Published Jan 10, 2024 • 4
SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks Paper • 2402.09025 • Published Feb 14, 2024 • 9