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Optimization

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Sequential and Parallel Constrained Max-value Entropy Search via Information Lower Bound ICML 2022
Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022
More Efficient Sampling for Tensor Decomposition With Worst-Case Guarantees ICML 2022
Permutation Search of Tensor Network Structures via Local Sampling ICML 2022
Approximate Frank-Wolfe Algorithms over Graph-structured Support Sets ICML 2022
LTL on Weighted Finite Traces: Formal Foundations and Algorithms IJCAI 2022
Multimodal Colored Point Cloud to Image Alignment CVPR 2022
A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning NIPS 2022
Optimal and Adaptive Monteiro-Svaiter Acceleration NIPS 2022
The power of first-order smooth optimization for black-box non-smooth problems ICML 2022
How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity ICML 2022
Value Function based Difference-of-Convex Algorithm for Bilevel Hyperparameter Selection Problems ICML 2022
An Exact Symbolic Reduction of Linear Smart Predict+Optimize to Mixed Integer Linear Programming ICML 2022
Optimal Algorithms for Stochastic Multi-Level Compositional Optimization ICML 2022
Sharpened Quasi-Newton Methods: Faster Superlinear Rate and Larger Local Convergence Neighborhood ICML 2022
Iterative Double Sketching for Faster Least-Squares Optimization ICML 2022
Controlling Epidemic Spread using Probabilistic Diffusion Models on Networks AISTATS 2022
On a Connection Between Fast and Sparse Oblivious Subspace Embeddings AISTATS 2022
Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022
A Dimensionality Reduction Method for Finding Least Favorable Priors with a Focus on Bregman Divergence AISTATS 2022
Stochastic Extragradient: General Analysis and Improved Rates AISTATS 2022
Nearly Optimal Algorithms for Level Set Estimation AISTATS 2022
Constrained Optimization with Dynamic Bound-scaling for Effective NLP Backdoor Defense ICML 2022
Ada-BKB: Scalable Gaussian Process Optimization on Continuous Domains by Adaptive Discretization AISTATS 2022
An Alternate Policy Gradient Estimator for Softmax Policies AISTATS 2022