2 papers
cs.CL2026
APCD: Adaptive Path-Contrastive Decoding for Reliable Large Language Model Generation
Tianyu Zheng, Hong Wu, Jiaji Zhong
Reliable text generation is critical for deploying large language models (LLMs) in real-world applications, particularly in high-stakes domains such as medicine. To improve factual…
cs.CL2026
ReST-KV: Robust KV Cache Eviction with Layer-wise Output Reconstruction and Spatial-Temporal Smoothing
Yongqi An, Chang Lu, Kuan Zhu +5
Large language models (LLMs) face growing challenges in efficient generative inference due to the increasing memory demands of Key-Value (KV) caches, especially for long sequences.…