2025 "llm inference efficiency" Papers

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CodeGEMM: A Codebook-Centric Approach to Efficient GEMM in Quantized LLMs

Gunho Park, Jeongin Bae, Byeongwook Kim et al.

NEURIPS 2025posterarXiv:2512.17970

KVCOMM: Online Cross-context KV-cache Communication for Efficient LLM-based Multi-agent Systems

Hancheng Ye, Zhengqi Gao, Mingyuan Ma et al.

NEURIPS 2025posterarXiv:2510.12872
1
citations

Progressive Mixed-Precision Decoding for Efficient LLM Inference

Hao (Mark) Chen, Fuwen Tan, Alexandros Kouris et al.

ICLR 2025posterarXiv:2410.13461
8
citations

RazorAttention: Efficient KV Cache Compression Through Retrieval Heads

Hanlin Tang, Yang Lin, Jing Lin et al.

ICLR 2025posterarXiv:2407.15891
59
citations

STBLLM: Breaking the 1-Bit Barrier with Structured Binary LLMs

Peijie Dong, Lujun Li, Yuedong Zhong et al.

ICLR 2025posterarXiv:2408.01803
31
citations