2025 "large language model inference" Papers

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Conference

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DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference

Jinwei Yao, Kaiqi Chen, Kexun Zhang et al.

ICLR 2025posterarXiv:2404.00242
8
citations

KVzip: Query-Agnostic KV Cache Compression with Context Reconstruction

Jang-Hyun Kim, Jinuk Kim, Sangwoo Kwon et al.

NEURIPS 2025oralarXiv:2505.23416
13
citations

Polar Sparsity: High Throughput Batched LLM Inferencing with Scalable Contextual Sparsity

Susav Shrestha, Bradley Settlemyer, Nikoli Dryden et al.

NEURIPS 2025posterarXiv:2505.14884
3
citations