Mathematics & Optimization

Proximal Optimal Transport Modeling of Population Dynamics AISTATS 2022 PROX-QP: Yet another Quadratic Programming Solver for Robotics and beyond RSS 2022 ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! ICML 2022 Public Signaling in Bayesian Ad Auctions IJCAI 2022 Pushing the Efficiency-Regret Pareto Frontier for Online Learning of Portfolios and Quantum States COLT 2022 Pushing the Envelope of Gradient Boosting Forests via Globally-Optimized Oblique Trees CVPR 2022 Pushing the limits of fairness impossibility: Who's the fairest of them all? NeurIPS 2022 QCDCL with Cube Learning or Pure Literal Elimination - What is Best? IJCAI 2022 Quadratic metric elicitation for fairness and beyond UAI 2022 Quant-BnB: A Scalable Branch-and-Bound Method for Optimal Decision Trees with Continuous Features ICML 2022 Quantified Reproducibility Assessment of NLP Results ACL 2022 Quantum Algorithms for Sampling Log-Concave Distributions and Estimating Normalizing Constants NeurIPS 2022 Quantum-Inspired Algorithms from Randomized Numerical Linear Algebra ICML 2022 Quantum Speedups of Optimizing Approximately Convex Functions with Applications to Logarithmic Regret Stochastic Convex Bandits NeurIPS 2022 Quasi-Newton Methods for Saddle Point Problems NeurIPS 2022 Quaternion Ordinal Embedding IJCAI 2022 Query-Efficient and Scalable Black-Box Adversarial Attacks on Discrete Sequential Data via Bayesian Optimization ICML 2022 Queue Up Your Regrets: Achieving the Dynamic Capacity Region of Multiplayer Bandits NeurIPS 2022 RAGO: Recurrent Graph Optimizer for Multiple Rotation Averaging CVPR 2022 RAMA: A Rapid Multicut Algorithm on GPU CVPR 2022 Random Gegenbauer Features for Scalable Kernel Methods ICML 2022 Random Graph Matching in Geometric Models: the Case of Complete Graphs COLT 2022 Randomized Stochastic Gradient Descent Ascent AISTATS 2022 Random Mapping Method for Large-Scale Terrain Modeling AAAI 2022 Random matrices in service of ML footprint: ternary random features with no performance loss ICLR 2022