Efficient Computing

AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction CVPR 2025 AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation CVPR 2025 AdaDecode: Accelerating LLM Decoding with Adaptive Layer Parallelism ICML 2025 AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025 Ada-K Routing: Boosting the Efficiency of MoE-based LLMs ICLR 2025 Adapt-∞: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection ICLR 2025 Adapters for Altering LLM Vocabularies: What Languages Benefit the Most? ICLR 2025 Adapting Dense Matching for Homography Estimation with Grid-based Acceleration CVPR 2025 Adapting Precomputed Features for Efficient Graph Condensation ICML 2025 Adaptive Caching for Faster Video Generation with Diffusion Transformers ICCV 2025 Adaptive Camera Sensor for Vision Models ICLR 2025 Adaptive Computation Modules: Granular Conditional Computation for Efficient Inference AAAI 2025 Adaptive Data Optimization: Dynamic Sample Selection with Scaling Laws ICLR 2025 Adaptive Dataset Quantization AAAI 2025 Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching ICML 2025 Adaptive Partitioning Schemes for Optimistic Optimization ICML 2025 Adaptive Rank Allocation: Speeding Up Modern Transformers with RaNA Adapters ICLR 2025 Adaptive Retrieval-Augmented Generation for Conversational Systems NAACL 2025 Adaptive Routing of Text-to-Image Generation Requests Between Large Cloud Model and Light-Weight Edge Model ICCV 2025 Adaptive Self-improvement LLM Agentic System for ML Library Development ICML 2025 AdaptMerge: Inference Time Adaptive Visual and Language-Guided Token Merging for Efficient Large Multimodal Models EMNLP 2025 AdaRankGrad: Adaptive Gradient Rank and Moments for Memory-Efficient LLMs Training and Fine-Tuning ICLR 2025 AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding ACL 2025 AdaSplash: Adaptive Sparse Flash Attention ICML 2025 AdaTP: Attention-Debiased Token Pruning for Video Large Language Models EMNLP 2025