Optimization

Faster In-Context Learning for LLMs via N-Gram Trie Speculative Decoding EMNLP 2025 Fast training and sampling of Restricted Boltzmann Machines ICLR 2025 FedAGC: Federated Continual Learning with Asymmetric Gradient Correction ICCV 2025 Finding Local Diffusion Schrodinger Bridge using Kolmogorov-Arnold Network CVPR 2025 FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems CVPR 2025 Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025 FlexDrive: Toward Trajectory Flexibility in Driving Scene Gaussian Splatting Reconstruction and Rendering CVPR 2025 Flexible Sharpness-Aware Personalized Federated Learning AAAI 2025 FlowChef: Steering of Rectified Flow Models for Controlled Generations ICCV 2025 FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025 FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings ACL 2025 Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon EMNLP 2025 FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers IJCAI 2025 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025 From Gradient Clipping to Normalization for Heavy Tailed SGD AISTATS 2025 Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff ACL 2025 FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization ICCV 2025 GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025 Global curvature for second-order optimization of neural networks ICML 2025 Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025 Gradient descent with generalized Newton’s method ICLR 2025 GRICP: Granular-Ball Iterative Closest Point with Multikernel Correntropy for Point Cloud Fine Registration AAAI 2025 Hash3D: Training-free Acceleration for 3D Generation CVPR 2025 HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025 Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation CVPR 2025