Optimization & Theory

Adaptive Gradient Learning for Spiking Neural Networks by Exploiting Membrane Potential Dynamics IJCAI 2025 Adaptive Guidance: Training-free Acceleration of Conditional Diffusion Models AAAI 2025 Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation ACL 2025 Adaptively profiling models with task elicitation EMNLP 2025 Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training CVPR 2025 AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025 Addax: Utilizing Zeroth-Order Gradients to Improve Memory Efficiency and Performance of SGD for Fine-Tuning Language Models ICLR 2025 Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm EMNLP 2025 Addressing Blind Guessing: Calibration of Selection Bias in Multiple-Choice Question Answering by Video Language Models ACL 2025 A Drop-In Solution for On-the-Fly Adaptation of Speculative Decoding in Large Language Models ACL 2025 A Dual-Perspective NLG Meta-Evaluation Framework with Automatic Benchmark and Better Interpretability ACL 2025 Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025 Adversarial Diffusion Compression for Real-World Image Super-Resolution CVPR 2025 Adversarial-Inspired Backdoor Defense via Bridging Backdoor and Adversarial Attacks AAAI 2025 AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models CVPR 2025 AFUNet: Cross-Iterative Alignment-Fusion Synergy for HDR Reconstruction via Deep Unfolding Paradigm ICCV 2025 Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents ACL 2025 A Good Teacher Adapts Their Knowledge for Distillation ICCV 2025 AHCPTQ: Accurate and Hardware-Compatible Post-Training Quantization for Segment Anything Model ICCV 2025 AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning ICCV 2025 AIQViT: Architecture-Informed Post-Training Quantization for Vision Transformers AAAI 2025 AIRA: Activation-Informed Low-Rank Adaptation for Large Models ICCV 2025 AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark ACL 2025 A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025 Aligning Sizes of Intermediate Layers by LoRA Adapter for Knowledge Distillation NAACL 2025