Machine Learning

Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction NAACL 2025 Faster Speculative Decoding via Effective Draft Decoder with Pruned Candidate Tree ACL 2025 Faster Stochastic Optimization with Arbitrary Delays via Adaptive Asynchronous Mini-Batching ICML 2025 Fast Exact Unlearning for In-Context Learning Data for LLMs ICML 2025 FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025 Fast Globally Optimal and Geometrically Consistent 3D Shape Matching ICCV 2025 Fast Guaranteed Tensor Recovery with Adaptive Tensor Nuclear Norm IJCAI 2025 Fast Incomplete Multi-view Clustering with Adaptive Similarity Completion and Reconstruction AAAI 2025 Fast Inference with Kronecker-Sparse Matrices ICML 2025 FastJSMA: Accelerating Jacobian-based Saliency Map Attacks through Gradient Decoupling ICCV 2025 Fast Large Language Model Collaborative Decoding via Speculation ICML 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 Fast Min-$ε$ Segmented Regression using Constant-Time Segment Merging ICML 2025 Fast Multi-Instance Partial-Label Learning AAAI 2025 Fast Non-convex Matrix Sensing with Optimal Sample Complexity UAI 2025 Fast, Not Fancy: Rethinking G2P with Rich Data and Statistical Models EMNLP 2025 FastPoint: Accelerating 3D Point Cloud Model Inference via Sample Point Distance Prediction ICCV 2025 Fast Quiet-STaR: Thinking Without Thought Tokens EMNLP 2025 Fast Second-Order Online Kernel Learning Through Incremental Matrix Sketching and Decomposition IJCAI 2025 Fast Summation of Radial Kernels via QMC Slicing ICLR 2025 Fast Tensor Completion via Approximate Richardson Iteration ICML 2025 Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks AAAI 2025 Fast training and sampling of Restricted Boltzmann Machines ICLR 2025 Fast Training of Sinusoidal Neural Fields via Scaling Initialization ICLR 2025 Fast Uncovering of Protein Sequence Diversity from Structure ICLR 2025