stochastic optimization

Towards Understanding Generalization of Graph Neural Networks ICML 2023 Unbiased Compression Saves Communication in Distributed Optimization: When and How Much? NeurIPS 2023 Unbiased Stochastic Proximal Solver for Graph Neural Networks with Equilibrium States ICLR 2023 Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction CVPR 2023 User-level Private Stochastic Convex Optimization with Optimal Rates ICML 2023 Utilitarian Algorithm Configuration NeurIPS 2023 Which Tricks are Important for Learning to Rank? ICML 2023 Zero-Regret Performative Prediction Under Inequality Constraints NeurIPS 2023 A Bregman Learning Framework for Sparse Neural Networks JMLR 2022 Accelerated, Optimal and Parallel: Some results on model-based stochastic optimization ICML 2022 A Class of Short-term Recurrence Anderson Mixing Methods and Their Applications ICLR 2022 AdaGrad Avoids Saddle Points ICML 2022 Adapting to Mixing Time in Stochastic Optimization with Markovian Data ICML 2022 Adaptive and Universal Algorithms for Variational Inequalities with Optimal Convergence AAAI 2022 Adaptive Artificial Intelligence Scheduling Methods for Large-Scale, Stochastic, Industrial Applications IJCAI 2022 Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits ICML 2022 Adaptive Inertia: Disentangling the Effects of Adaptive Learning Rate and Momentum ICML 2022 ADVISER: AI-Driven Vaccination Intervention Optimiser for Increasing Vaccine Uptake in Nigeria IJCAI 2022 A framework for bilevel optimization that enables stochastic and global variance reduction algorithms NeurIPS 2022 A Globally Convergent Evolutionary Strategy for Stochastic Constrained Optimization with Applications to Reinforcement Learning AISTATS 2022 A gradient estimator via L1-randomization for online zero-order optimization with two point feedback NeurIPS 2022 Amortized Implicit Differentiation for Stochastic Bilevel Optimization ICLR 2022 Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation AAAI 2022 An Experimental Design Approach for Regret Minimization in Logistic Bandits AAAI 2022 A Projection-free Algorithm for Constrained Stochastic Multi-level Composition Optimization NeurIPS 2022