risk minimization

CoRiM: Conflict-driven Risk Minimization for Dynamic Multimodal Fusion CVPR 2026 Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift ICML 2025 Group Distributionally Robust Dataset Distillation with Risk Minimization ICLR 2025 MixMax: Distributional Robustness in Function Space via Optimal Data Mixtures ICLR 2025 SOREL: A Stochastic Algorithm for Spectral Risks Minimization ICLR 2025 A Survey of Learning Criteria Going beyond the Usual Risk (Abstract Reprint) AAAI 2024 Constrained Binary Decision Making NeurIPS 2024 Distributionally Robust Performative Prediction NeurIPS 2024 Drago: Primal-Dual Coupled Variance Reduction for Faster Distributionally Robust Optimization NeurIPS 2024 Gibbs-Based Information Criteria and the Over-Parameterized Regime AISTATS 2024 GO4Align: Group Optimization for Multi-Task Alignment NeurIPS 2024 Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization JMLR 2024 OmniSafe: An Infrastructure for Accelerating Safe Reinforcement Learning Research JMLR 2024 Orthogonal Gradient Boosting for Simpler Additive Rule Ensembles AISTATS 2024 Rejection via Learning Density Ratios NeurIPS 2024 Robust variance-regularized risk minimization with concomitant scaling AISTATS 2024 Stereo Risk: A Continuous Modeling Approach to Stereo Matching ICML 2024 Approximate Regions of Attraction in Learning with Decision-Dependent Distributions AISTATS 2023 DSRM: Boost Textual Adversarial Training with Distribution Shift Risk Minimization ACL 2023 Empirical Bayes via ERM and Rademacher complexities: the Poisson model COLT 2023 It’s MBR All the Way Down: Modern Generation Techniques Through the Lens of Minimum Bayes Risk EMNLP 2023 R-divergence for Estimating Model-oriented Distribution Discrepancy NeurIPS 2023 Achieving Long-Term Fairness in Sequential Decision Making AAAI 2022 A proof of convergence for the gradient descent optimization method with random initializations in the training of neural networks with ReLU activation for piecewise linear target functions JMLR 2022 Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments AAAI 2022