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inference

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large language model (2) combinatorial model (1) well-structuredness (1) pruning (1) llms (1) efficiency (1) generality (1) parameter (1) input-adaptive (1) masking (1)

Papers

A Model for Combinatorial Dictionary Learning and Inference ALT 2025 Heads up! Large Language Models Can Perform Tasks Without Your Instruction via Selective Attention Head Masking ICML 2025 Position: Probabilistic Modelling is Sufficient for Causal Inference ICML 2025 APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference ICML 2024 Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference ICML 2024 LLM Maybe LongLM: SelfExtend LLM Context Window Without Tuning ICML 2024 Unveiling and Harnessing Hidden Attention Sinks: Enhancing Large Language Models without Training through Attention Calibration ICML 2024