Efficient Computing

LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers AAAI 2025 LBI-FL: Low-Bit Integerized Federated Learning with Temporally Dynamic Bit-Width Allocation ICML 2025 LCIRC: A Recurrent Compression Approach for Efficient Long-form Context and Query Dependent Modeling in LLMs NAACL 2025 L-Diffusion: Laplace Diffusion for Efficient Pathology Image Segmentation ICML 2025 LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025 LeanK: Learnable K Cache Channel Pruning for Efficient Decoding EMNLP 2025 LeanQuant: Accurate and Scalable Large Language Model Quantization with Loss-error-aware Grid ICLR 2025 LeanVAE: An Ultra-Efficient Reconstruction VAE for Video Diffusion Models ICCV 2025 Learn2Aggregate: Supervised Generation of Chvatal-Gomory Cuts Using Graph Neural Networks AAAI 2025 Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval CVPR 2025 Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning ICML 2025 Learning-Guided Rolling Horizon Optimization for Long-Horizon Flexible Job-Shop Scheduling ICLR 2025 Learning Harmonized Representations for Speculative Sampling ICLR 2025 Learning Hierarchical Line Buffer for Image Processing ICCV 2025 Learning How Hard to Think: Input-Adaptive Allocation of LM Computation ICLR 2025 Learning Mixtures of Experts with EM: A Mirror Descent Perspective ICML 2025 Learning Pixel-adaptive Multi-layer Perceptrons for Real-time Image Enhancement ICCV 2025 Learning Production-Optimized Congestion Control Selection for Alibaba Cloud CDN NSDI 2025 Learnings from Deploying Network QoS Alignment to Application Priorities for Storage Services NSDI 2025 Learning Smooth and Expressive Interatomic Potentials for Physical Property Prediction ICML 2025 Learning Sparsity for Effective and Efficient Music Performance Question Answering ACL 2025 Learning the Electronic Hamiltonian of Large Atomic Structures ICML 2025 Learning to Generate Projections for Reducing Dimensionality of Heterogeneous Linear Programming Problems ICML 2025 Learning to Help in Multi-Class Settings ICLR 2025 Learning to Inference Adaptively for Multimodal Large Language Models ICCV 2025