Optimization

4D Primitive-Mache: Glueing Primitives for Persistent 4D Scene Reconstruction CVPR 2026 A Common Interface for Automatic Differentiation JMLR 2026 A Faster Path to Continual Learning CVPR 2026 A Mean-Field Analysis of Neural Stochastic Gradient Descent-Ascent for Functional Minimax Optimization JMLR 2026 Anatomical Longitudinal Cortical Surface Registration MIDL 2026 A Natural Primal-Dual Hybrid Gradient Method for Adversarial Neural Network Training on Solving Partial Differential Equation JMLR 2026 Asymptotics of Stochastic Gradient Descent with Dropout Regularization in Linear Models JMLR 2026 BALM: A Model-Agnostic Framework for Balanced Multimodal Learning under Imbalanced Missing Rates CVPR 2026 BEA-GS: BEyond RAdiance Supervision in 3DGS for Precise Object Extraction CVPR 2026 Beyond Myopic Alignment: Lookahead Optimization for Online Class-Incremental Learning CVPR 2026 Beyond scalar losses: calibrating segmentation models via gradient vector field surgery MIDL 2026 Beyond Single Solution: Multi-Hypothesis Deep Unfolding Network for Image Compressive Sensing CVPR 2026 Beyond Soft Label: Dataset Distillation via Orthogonal Gradient Matching CVPR 2026 BOSCH: Black-Box Binary Optimization for Short-Context Attention-Head Selection in LLMs ACL 2026 Brain Tumor Growth Inversion via Differentiable Neural Surrogates MIDL 2026 Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation? ACL 2026 Clair Obscur: an Illumination-Aware Method for Real-World Image Vectorization CVPR 2026 CoIn: Coverage and Informativeness-Guided Token Reduction for Efficient Large Multimodal Models CVPR 2026 Communication-Efficient Distributed Training for Collaborative Flat Optima Recovery in Deep Learning UAI 2026 Consensus Optimization Graph Neural Networks UAI 2026 Controlling Path Dependence in Gradient Ascent Unlearning through Forget-Set Ordering UAI 2026 Convergence and complexity of block majorization-minimization for constrained block-Riemannian optimization JMLR 2026 Curvature-Aware Zeroth-Order Optimization for Memory-Efficient Test-Time Adaptation CVPR 2026 Curvature-Weighted Capacity Allocation: A Minimum Description Length Framework for Layer-Adaptive Large Language Model Optimization UAI 2026 DBMSolver: A Training-free Diffusion Bridge Sampler for High-Quality Image-to-Image Translation CVPR 2026