Optimization

SSMLoRA: Enhancing Low-Rank Adaptation with State Space Model NAACL 2025 SSTrack: Sample-interval Scheduling for Lightweight Visual Object Tracking IJCAI 2025 Stability and Generalization Analysis of Decentralized SGD: Sharper Bounds Beyond Lipschitzness and Smoothness ICML 2025 Stability and Generalization for Stochastic (Compositional) Optimizations IJCAI 2025 Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology AAAI 2025 Stabilizing Sharpness-Aware Minimization Through A Simple Renormalization Strategy JMLR 2025 StableMDS: A Novel Gradient Descent-Based Method for Stabilizing and Accelerating Weighted Multidimensional Scaling AISTATS 2025 Stacey: Promoting Stochastic Steepest Descent via Accelerated ℓ_p-Smooth Nonconvex Optimization ICML 2025 STAR: Spectral Truncation and Rescale for Model Merging NAACL 2025 STAR: Strategy-Aware Refinement Module in Multitask Learning for Emotional Support Conversations ACL 2025 Start Smart: Leveraging Gradients For Enhancing Mask-based XAI Methods ICLR 2025 State-Based Disassembly Planning AAAI 2025 Static or Dynamic: Towards Query-Adaptive Token Selection for Video Question Answering EMNLP 2025 Statistical and Computational Guarantees of Kernel Max-Sliced Wasserstein Distances ICML 2025 Statistical and Neural Methods for Hawaiian Orthography Modernization EMNLP 2025 Statistical Methodologies for Decision-Making and Uncertainty Reduction in Machine Learning AAAI 2025 STCOcc: Sparse Spatial-Temporal Cascade Renovation for 3D Occupancy and Scene Flow Prediction CVPR 2025 Steepest Descent Density Control for Compact 3D Gaussian Splatting CVPR 2025 Steering Large Language Models between Code Execution and Textual Reasoning ICLR 2025 Steering off Course: Reliability Challenges in Steering Language Models ACL 2025 SteerX: Creating Any Camera-Free 3D and 4D Scenes with Geometric Steering ICCV 2025 STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search CVPR 2025 Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025 Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models ACL 2025 Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025