Optimization

Learning Ultrametric Trees for Optimal Transport Regression AAAI 2024 Leaving the Nest: Going beyond Local Loss Functions for Predict-Then-Optimize AAAI 2024 Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion CVPR 2024 Lexicographic Optimization: Algorithms and Stability AISTATS 2024 LibAMM: Empirical Insights into Approximate Computing for Accelerating Matrix Multiplication NeurIPS 2024 Light Unbalanced Optimal Transport NeurIPS 2024 Local Composite Saddle Point Optimization ICLR 2024 Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning JMLR 2024 Lower Complexity Bounds of Finite-Sum Optimization Problems: The Results and Construction JMLR 2024 Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization AISTATS 2024 Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods NeurIPS 2024 Maximizing Nash Social Welfare under Two-Sided Preferences AAAI 2024 Maximizing the Success Probability of Policy Allocations in Online Systems AAAI 2024 Memory-Efficient Gradient Unrolling for Large-Scale Bi-level Optimization NeurIPS 2024 MicroAdam: Accurate Adaptive Optimization with Low Space Overhead and Provable Convergence NeurIPS 2024 Minimum Coverage Sets for Training Robust Ad Hoc Teamwork Agents AAAI 2024 Mirror and Preconditioned Gradient Descent in Wasserstein Space NeurIPS 2024 MiSO: Optimizing brain stimulation to create neural population activity states NeurIPS 2024 Monte Carlo Tree Search based Space Transfer for Black Box Optimization NeurIPS 2024 Multi-Stage Predict+Optimize for (Mixed Integer) Linear Programs NeurIPS 2024 Near-Optimal Distributed Minimax Optimization under the Second-Order Similarity NeurIPS 2024 Neur2BiLO: Neural Bilevel Optimization NeurIPS 2024 Node2ket: Efficient High-Dimensional Network Embedding in Quantum Hilbert Space ICLR 2024 No Internal Regret with Non-convex Loss Functions AAAI 2024 Non-geodesically-convex optimization in the Wasserstein space NeurIPS 2024