Efficient Computing

Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors AAAI 2025 Preble: Efficient Distributed Prompt Scheduling for LLM Serving ICLR 2025 Precision-Enhanced Human-Object Contact Detection via Depth-Aware Perspective Interaction and Object Texture Restoration AAAI 2025 Predicting High-precision Depth on Low-Precision Devices Using 2D Hilbert Curves ICML 2025 Predicting mutational effects on protein binding from folding energy ICML 2025 Predictive Data Selection: The Data That Predicts Is the Data That Teaches ICML 2025 Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract) AAAI 2025 Preserving Deep Representations in One-Shot Pruning: A Hessian-Free Second-Order Optimization Framework ICLR 2025 Presto! Distilling Steps and Layers for Accelerating Music Generation ICLR 2025 Pretrained Image-Text Models are Secretly Video Captioners NAACL 2025 Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025 Pre-training Distillation for Large Language Models: A Design Space Exploration ACL 2025 Pretraining Language Models with LoRA and Artificial Languages EMNLP 2025 Primphormer: Efficient Graph Transformers with Primal Representations ICML 2025 Principles and Methodologies for Serial Performance Optimization OSDI 2025 Principles of Visual Tokens for Efficient Video Understanding ICCV 2025 PRISM: Efficient Long-Range Reasoning With Short-Context LLMs EMNLP 2025 Privacy-Preserving Low-Rank Adaptation Against Membership Inference Attacks for Latent Diffusion Models AAAI 2025 Proactive Hearing Assistants that Isolate Egocentric Conversations EMNLP 2025 Probabilistic Neural Pruning via Sparsity Evolutionary Fokker-Planck-Kolmogorov Equation ICLR 2025 Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing ICLR 2025 ProCut: LLM Prompt Compression via Attribution Estimation EMNLP 2025 Progressive Compression with Universally Quantized Diffusion Models ICLR 2025 Progressive Mixed-Precision Decoding for Efficient LLM Inference ICLR 2025 Progressive Token Length Scaling in Transformer Encoders for Efficient Universal Segmentation ICLR 2025