Optimization

Modular Duality in Deep Learning ICML 2025 MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025 Multi-Level Optimal Transport for Universal Cross-Tokenizer Knowledge Distillation on Language Models AAAI 2025 Multi-objective Differentiable Neural Architecture Search ICLR 2025 MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models EMNLP 2025 Nesterov acceleration in benignly non-convex landscapes ICLR 2025 Neuromanifold-Regularized KANs for Shape-fair Feature Representations ICCV 2025 No More Tuning: Prioritized Multi-Task Learning with Lagrangian Differential Multiplier Methods AAAI 2025 Nonconvex Stochastic Bregman Proximal Gradient Method with Application to Deep Learning JMLR 2025 Online Curvature-Aware Replay: Leveraging $\mathbf2^nd$ Order Information for Online Continual Learning ICML 2025 On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning ICML 2025 On the Optimization and Generalization of Two-layer Transformers with Sign Gradient Descent ICLR 2025 OPTAMI: Global Superlinear Convergence of High-order Methods ICLR 2025 OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation CVPR 2025 Optimal Distributed Training With Co-Adaptive Data Parallelism in Heterogeneous Environments IJCAI 2025 Optimized Gradient Clipping for Noisy Label Learning AAAI 2025 Optimizing for the Shortest Path in Denoising Diffusion Model CVPR 2025 Opt-Out: Investigating Entity-Level Unlearning for Large Language Models via Optimal Transport ACL 2025 Orthogonal Finetuning Made Scalable EMNLP 2025 OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional Inverse Problems AAAI 2025 OTPNet: ODE-inspired Tuning-free Proximal Network for Remote Sensing Image Fusion AAAI 2025 Overcoming Spurious Solutions in Semi-Dual Neural Optimal Transport: A Smoothing Approach for Learning the Optimal Transport Plan ICML 2025 ParaSolver: A Hierarchical Parallel Integral Solver for Diffusion Models ICLR 2025 PARQ: Piecewise-Affine Regularized Quantization ICML 2025 Paths and Ambient Spaces in Neural Loss Landscapes AISTATS 2025