Optimization

Achieving Linear Speedup and Near-Optimal Complexity for Decentralized Optimization over Row-stochastic Networks ICML 2025 Achieving Maximin Share and EFX/EF1 Guarantees Simultaneously AAAI 2025 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025 A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training CVPR 2025 A Coefficient Makes SVRG Effective ICLR 2025 A Comprehensive Framework for Analyzing the Convergence of Adam: Bridging the Gap with SGD ICML 2025 A Constrained Optimization Approach for Gaussian Splatting from Coarsely-posed Images and Noisy Lidar Point Clouds ICCV 2025 A Continuous-time Tractable Model for Present-biased Agents AAAI 2025 Acoustic-to-Hyper-Spectral: Hyper-Spectral Image Construction from Frequency Spectrums Through Simulated Annealing (Student Abstract) AAAI 2025 Action-Minimization Meets Generative Modeling: Efficient Transition Path Sampling with the Onsager-Machlup Functional ICML 2025 Active feature acquisition via explainability-driven ranking ICML 2025 Active Learning for Efficient Discovery of Optimal Combinatorial Perturbations ICML 2025 Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes ICML 2025 Active Reward Modeling: Adaptive Preference Labeling for Large Language Model Alignment ICML 2025 AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025 AdaDiff: Adaptive Step Selection for Fast Diffusion Models AAAI 2025 AdaDPCC: Adaptive Rate Control and Rate-Distortion-Complexity Optimization for Dynamic Point Cloud Compression AAAI 2025 AdaFisher: Adaptive Second Order Optimization via Fisher Information ICLR 2025 AdaGK-SGD: Adaptive Global Knowledge Guided Distributed Stochastic Gradient Descent AAAI 2025 AdaGrad under Anisotropic Smoothness ICLR 2025 Adam Exploits ℓ_∞-geometry of Loss Landscape via Coordinate-wise Adaptivity ICLR 2025 ADAM Optimization with Adaptive Batch Selection ICLR 2025 AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training EMNLP 2025 Adapting LLMs for Minimal-edit Grammatical Error Correction ACL 2025 AdaptiveAE: An Adaptive Exposure Strategy for HDR Capturing in Dynamic Scenes ICCV 2025