Unsupervised Submodular Rank Aggregation on Score-based Permutations Jul 4, 2017 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available A Contrastive Divergence for Combining Variational Inference and MCMC May 10, 2019 Stochastic Optimization Variational Inference
Code Code Available Sequential Quadratic Optimization for Nonlinear Equality Constrained Stochastic Optimization Jul 20, 2020 Stochastic Optimization
Code Code Available Data-Pooling in Stochastic Optimization Jun 1, 2019 Management Stochastic Optimization
Code Code Available Recursive Monte Carlo and Variational Inference with Auxiliary Variables Mar 5, 2022 Astronomy Stochastic Optimization
Code Code Available On the Convergence of Adam and Beyond Apr 19, 2019 Stochastic Optimization
Code Code Available Enhancing Trade-offs in Privacy, Utility, and Computational Efficiency through MUltistage Sampling Technique (MUST) Dec 20, 2023 Computational Efficiency Privacy Preserving
Code Code Available Averaged Adam accelerates stochastic optimization in the training of deep neural network approximations for partial differential equation and optimal control problems Jan 10, 2025 image-classification Image Classification
Code Code Available Likelihood-based inference and forecasting for trawl processes: a stochastic optimization approach Aug 30, 2023 parameter estimation Stochastic Optimization
Code Code Available Limited-Memory Matrix Adaptation for Large Scale Black-box Optimization May 18, 2017 Stochastic Optimization
Code Code Available Linear Speedup in Personalized Collaborative Learning Nov 10, 2021 Federated Learning Stochastic Optimization
Code Code Available Serverless Federated AUPRC Optimization for Multi-Party Collaborative Imbalanced Data Mining Aug 6, 2023 Federated Learning Stochastic Optimization
Code Code Available Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective Apr 13, 2023 Stochastic Optimization
Code Code Available Comparing Two Samples Through Stochastic Dominance: A Graphical Approach Mar 15, 2022 Stochastic Optimization Vocal Bursts Valence Prediction
Code Code Available Reducing the variance in online optimization by transporting past gradients Jun 8, 2019 Stochastic Optimization
Code Code Available Private Federated Learning Without a Trusted Server: Optimal Algorithms for Convex Losses Jun 17, 2021 Federated Learning Stochastic Optimization
Code Code Available Sever: A Robust Meta-Algorithm for Stochastic Optimization Mar 7, 2018 Drug Design Stochastic Optimization
Code Code Available Eve: A Gradient Based Optimization Method with Locally and Globally Adaptive Learning Rates Nov 4, 2016 General Classification image-classification
Code Code Available The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares Apr 29, 2019 Stochastic Optimization
Code Code Available SGD for robot motion? The effectiveness of stochastic optimization on a new benchmark for biped locomotion tasks Oct 9, 2017 Stochastic Optimization
Code Code Available Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions Apr 8, 2019 Image Segmentation Semantic Segmentation
Code Code Available Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning Jul 21, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Expectigrad: Fast Stochastic Optimization with Robust Convergence Properties Oct 3, 2020 Stochastic Optimization
Code Code Available CoolMomentum: A Method for Stochastic Optimization by Langevin Dynamics with Simulated Annealing May 29, 2020 global-optimization Physical Simulations
Code Code Available On the insufficiency of existing momentum schemes for Stochastic Optimization Mar 15, 2018 Stochastic Optimization
Code Code Available Exploiting Uncertainty of Loss Landscape for Stochastic Optimization May 30, 2019 Stochastic Optimization
Code Code Available Communication Efficient Distributed Optimization using an Approximate Newton-type Method Dec 30, 2013 Distributed Optimization Stochastic Optimization
Code Code Available Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability Sep 27, 2022 Generalization Bounds Image Retrieval
Code Code Available A Second look at Exponential and Cosine Step Sizes: Simplicity, Adaptivity, and Performance Feb 12, 2020 Stochastic Optimization
Code Code Available Asynchronous stochastic convex optimization Aug 4, 2015 Stochastic Optimization
Code Code Available Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming May 27, 2022 Second-order methods Stochastic Optimization
Code Code Available Fair and Welfare-Efficient Constrained Multi-matchings under Uncertainty Nov 4, 2024 Fairness Stochastic Optimization
Code Code Available Adaptive Methods for Nonconvex Optimization Dec 1, 2018 Stochastic Optimization
Code Code Available SGDLibrary: A MATLAB library for stochastic gradient descent algorithms Oct 27, 2017 Stochastic Optimization
Code Code Available On the stability of gradient descent with second order dynamics for time-varying cost functions May 22, 2024 Stochastic Optimization
Code Code Available Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam Jun 13, 2018 Reinforcement Learning Stochastic Optimization
Code Code Available Reparameterizable Subset Sampling via Continuous Relaxations Jan 29, 2019 feature selection Stochastic Optimization
Code Code Available Bridging the Gap between Stochastic Gradient MCMC and Stochastic Optimization Dec 25, 2015 Stochastic Optimization
Code Code Available Reparameterization Gradients through Acceptance-Rejection Sampling Algorithms Oct 18, 2016 Bayesian Inference Stochastic Optimization
Code Code Available An Online Stochastic Optimization Approach for Insulin Intensification in Type 2 Diabetes with Attention to Pseudo-Hypoglycemia Apr 24, 2022 Stochastic Optimization
Code Code Available Optimal Adaptive and Accelerated Stochastic Gradient Descent Oct 1, 2018 BIG-bench Machine Learning Stochastic Optimization
Code Code Available Stochastic Frank-Wolfe for Composite Convex Minimization Jan 29, 2019 Stochastic Optimization
Code Code Available Tuning-Free Coreset Markov Chain Monte Carlo via Hot DoG Oct 24, 2024 Stochastic Optimization
Code Code Available SGEM: stochastic gradient with energy and momentum Aug 3, 2022 Stochastic Optimization
Code Code Available Stochastic Optimization for Spectral Risk Measures Dec 10, 2022 Stochastic Optimization
Code Code Available Annealing Optimization for Progressive Learning with Stochastic Approximation Sep 6, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Communication-Censored Distributed Stochastic Gradient Descent Sep 9, 2019 Quantization Stochastic Optimization
Code Code Available A Generic Acceleration Framework for Stochastic Composite Optimization Jun 3, 2019 Stochastic Optimization
Code Code Available Maximizing Invariant Data Perturbation with Stochastic Optimization Jul 12, 2018 General Classification image-classification
Code Code Available Target-based Surrogates for Stochastic Optimization Feb 6, 2023 Imitation Learning Stochastic Optimization
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