Efficient Computing

UniCon: Unidirectional Information Flow for Effective Control of Large-Scale Diffusion Models ICLR 2025 UniConvNet: Expanding Effective Receptive Field while Maintaining Asymptotically Gaussian Distribution for ConvNets of Any Scale ICCV 2025 UniEDU: Toward Unified and Efficient Large Multimodal Models for Educational Tasks EMNLP 2025 Unifews: You Need Fewer Operations for Efficient Graph Neural Networks ICML 2025 Unified Knowledge Maintenance Pruning and Progressive Recovery with Weight Recalling for Large Vision-Language Models AAAI 2025 Unifying Mixture of Experts and Multi-Head Latent Attention for Efficient Language Models EMNLP 2025 Unisolver: PDE-Conditional Transformers Towards Universal Neural PDE Solvers ICML 2025 Unlocking the Potential of Lightweight Quantized Models for Deepfake Detection IJCAI 2025 Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting AAAI 2025 Unveiling Environmental Impacts of Large Language Model Serving: A Functional Unit View ACL 2025 Unveiling Multimodal Processing: Exploring Activation Patterns in Multimodal LLMs for Interpretability and Efficiency EMNLP 2025 UORA: Uniform Orthogonal Reinitialization Adaptation in Parameter Efficient Fine-Tuning of Large Models ACL 2025 Upcycling Text-to-Image Diffusion Models for Multi-Task Capabilities ICML 2025 USWformer: Efficient Sparse Wavelet Transformer for Underwater Image Enhancement WACV 2025 Value-Based Deep RL Scales Predictably ICML 2025 Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers ICCV 2025 VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting AAAI 2025 Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs ACL 2025 Verbosity-Aware Rationale Reduction: Sentence-Level Rationale Reduction for Efficient and Effective Reasoning ACL 2025 VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music NAACL 2025 VFlowOpt: A Token Pruning Framework for LMMs with Visual Information Flow-Guided Optimization ICCV 2025 VFM-Adapter: Adapting Visual Foundation Models for Dense Prediction with Dynamic Hybrid Operation Mapping AAAI 2025 VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation CVPR 2025 Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models EMNLP 2025 VideoDirector: Precise Video Editing via Text-to-Video Models CVPR 2025