Optimization & Theory

Accelerating Cross-Encoders in Biomedical Entity Linking ACL 2025 Accelerating Dense LLMs via L0-regularized Mixture-of-Experts ACL 2025 Accelerating Diffusion Transformer via Gradient-Optimized Cache ICCV 2025 Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition CVPR 2025 Accelerating Flow-Matching-Based Text-to-Speech via Empirically Pruned Step Sampling Interspeech 2025 Accurate, fast, cheap: Choose three. Replacing Multi-Head-Attention with Bidirectional Recurrent Attention for Long-Form ASR Interspeech 2025 Accurate KV Cache Quantization with Outlier Tokens Tracing ACL 2025 Accurate Sublayer Pruning for Large Language Models by Exploiting Latency and Tunability Information IJCAI 2025 Achieving Lightweight Super-Resolution for Real-Time Computer Graphics AAAI 2025 A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training CVPR 2025 A Compact Model for Mathematics Problem Representations Distilled from BERT AAAI 2025 A Comprehensive Evaluation on Event Reasoning of Large Language Models AAAI 2025 A Convex Relaxation Approach to Generalization Analysis for Parallel Positively Homogeneous Networks AISTATS 2025 Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference ACL 2025 Activation Subspaces for Out-of-Distribution Detection ICCV 2025 AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction CVPR 2025 AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025 AdaDPCC: Adaptive Rate Control and Rate-Distortion-Complexity Optimization for Dynamic Point Cloud Compression AAAI 2025 AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training EMNLP 2025 Adaptive backtracking line search ICLR 2025 Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Networks AAAI 2025 Adaptive Computation Modules: Granular Conditional Computation for Efficient Inference AAAI 2025 Adaptive Draft-Verification for Efficient Large Language Model Decoding AAAI 2025 Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution CVPR 2025 Adaptive Dual-domain Learning for Underwater Image Enhancement AAAI 2025