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Xiangdong Su

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#machine learning Preprint Sep 2026

Distance-KV: Exploiting Relative Distance for Efficient Long-Context Inference

The memory usage and decoding latency of LLM inference grow rapidly with context length. To reduce these costs, key-value (KV) cache compression methods selectively retain cached states based on token importance or differences in attention patterns across heads. However, we discover that retrieval capability varies sub...

Xian-Peng Shang, Can-Bin Huang, Jiang Li et al. · 0 citations
Preprint Aug 2026

A Heuristic Perspective on Debiasing Language Models

HEIMAT, a HEurIstic-style autoMATic debiasing framework for LMs, effectively mitigates bias in different cultures while maintaining the model's natural language understanding (NLU) performance.

Tian Lan, Yemin Wang, Chuan-Cheng Shi et al. · 0 citations

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