2 papers
cs.LG2026
LACE-SVD: Loss-Aware SVD with Cumulative Error Correction for LLM Compression
Zhuowen Liu, Longkun Hao, Shiyu Feng +3
The rapid growth in the parameter scale of large language models (LLMs) has created a strong demand for efficient compression techniques. As a hardware-agnostic and highly compatib…
cs.AI2026
HERALD: Counterfactual Audits and Minimal Repairs for Proof-of-Retrieval Rewards
Zhuowen Liu, Bohan Cui, YinShang Guo +2
Search-agent rewards mix answer quality, citation grounding, tool cost, and anti-hacking terms; a high score therefore need not imply that cited evidence was retrieved, and added p…