Mathematics & Optimization

Flow-based Alignment Approaches for Probability Measures in Different Spaces AISTATS 2021 Flow-based Attribution in Graphical Models: A Recursive Shapley Approach ICML 2021 Follow-the-Regularized-Leader Routes to Chaos in Routing Games ICML 2021 Fork or Fail: Cycle-Consistent Training with Many-to-One Mappings AISTATS 2021 Forming Better Stable Solutions in Group Formation Games Inspired by Internet Exchange Points (IXPs) AAAI 2021 Fractional Matchings under Preferences: Stability and Optimality IJCAI 2021 Framing RNN as a kernel method: A neural ODE approach NeurIPS 2021 Frank-Wolfe with a Nearest Extreme Point Oracle COLT 2021 From Behavioral Theories to Econometrics: Inferring Preferences of Human Agents from Data on Repeated Interactions AAAI 2021 From characters to words: the turning point of BPE merges EACL 2021 From Low Probability to High Confidence in Stochastic Convex Optimization JMLR 2021 From Optimality to Robustness: Adaptive Re-Sampling Strategies in Stochastic Bandits NeurIPS 2021 From Poincaré Recurrence to Convergence in Imperfect Information Games: Finding Equilibrium via Regularization ICML 2021 Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion AAAI 2021 Fully Gap-Dependent Bounds for Multinomial Logit Bandit AISTATS 2021 Functions with average smoothness: structure, algorithms, and learning COLT 2021 Game of Gradients: Mitigating Irrelevant Clients in Federated Learning AAAI 2021 Game-theoretic Analysis of Effort Allocation of Contributors to Public Projects IJCAI 2021 Gaming Helps! Learning from Strategic Interactions in Natural Dynamics AISTATS 2021 GBHT: Gradient Boosting Histogram Transform for Density Estimation ICML 2021 GemBag: Group Estimation of Multiple Bayesian Graphical Models JMLR 2021 Generalization Bounds for Graph Embedding Using Negative Sampling: Linear vs Hyperbolic NeurIPS 2021 Generalization Bounds for Stochastic Saddle Point Problems AISTATS 2021 Generalization of Quasi-Newton Methods: Application to Robust Symmetric Multisecant Updates AISTATS 2021 Generalization Properties of hyper-RKHS and its Applications JMLR 2021