computational efficiency

From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025 Generalized Random Forests Using Fixed-Point Trees ICML 2025 Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers ICLR 2025 Harnessing Input-Adaptive Inference for Efficient VLN ICCV 2025 Incremental Transformer: Efficient Encoder for Incremented Text Over MRC and Conversation Tasks COLING 2025 Interactive Text Games: Lookahead Is All You Need! ACL 2025 Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing ICCV 2025 Label Augmented Dataset Distillation WACV 2025 LaMDAgent: An Autonomous Framework for Post-Training Pipeline Optimization via LLM Agents EMNLP 2025 Language-Guided Temporal Token Pruning for Efficient VideoLLM Processing EMNLP 2025 Large Language Model Evaluation via Matrix Nuclear-Norm EMNLP 2025 Layer-wise Vision Injection with Disentangled Attention for Efficient LVLMs ICCV 2025 LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts EMNLP 2025 Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs COLING 2025 LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models ACL 2025 LVPruning: An Effective yet Simple Language-Guided Vision Token Pruning Approach for Multi-modal Large Language Models NAACL 2025 Mamba-ST: State Space Model for Efficient Style Transfer WACV 2025 Minimax Optimal Reinforcement Learning with Quasi-Optimism ICLR 2025 MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens ACL 2025 Model Reveals What to Cache: Profiling-Based Feature Reuse for Video Diffusion Models ICCV 2025 MSFNet: A Nested Model for Multi-Sampling-Frequency Speech Enhancement Interspeech 2025 Multimodal Promptable Token Merging for Diffusion Models AAAI 2025 Mutual Effort for Efficiency: A Similarity-based Token Pruning for Vision Transformers in Self-Supervised Learning ICLR 2025 Navigating the Social Welfare Frontier: Portfolios for Multi-objective Reinforcement Learning ICML 2025 Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent Modelling ICML 2025