Deep learning with Elastic Averaging SGD Dec 20, 2014 Deep Learning image-classification
Code Code Available 5 Learning From Scenarios for Stochastic Repairable Scheduling Dec 6, 2023 Scheduling Stochastic Optimization
Code Code Available 5 Continual Multi-task Gaussian Processes Oct 31, 2019 Bayesian Inference Continual Learning
Code Code Available 5 A deep generative model for gene expression profiles from single-cell RNA sequencing Sep 7, 2017 Stochastic Optimization Variational Inference
Code Code Available 5 Cauchy noise loss for stochastic optimization of random matrix models via free deterministic equivalents Apr 9, 2018 parameter estimation Stochastic Optimization
Code Code Available 5 Continuous-time Models for Stochastic Optimization Algorithms Oct 5, 2018 Stochastic Optimization
Code Code Available 5 DeepOBS: A Deep Learning Optimizer Benchmark Suite Mar 13, 2019 Benchmarking Deep Learning
Code Code Available 5 Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning Jul 21, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available 5 CatCMA with Margin: Stochastic Optimization for Continuous, Integer, and Categorical Variables Apr 10, 2025 Bayesian Optimization Stochastic Optimization
Code Code Available 5 Stochastic regularized majorization-minimization with weakly convex and multi-convex surrogates Jan 5, 2022 Dictionary Learning Image Deep Networks
Code Code Available 5 Active Probabilistic Inference on Matrices for Pre-Conditioning in Stochastic Optimization Feb 20, 2019 Stochastic Optimization
Code Code Available 5 Minimax AUC Fairness: Efficient Algorithm with Provable Convergence Aug 22, 2022 Decision Making Fairness
Code Code Available 5 CatCMA : Stochastic Optimization for Mixed-Category Problems May 16, 2024 Bayesian Optimization Stochastic Optimization
Code Code Available 5 A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness Dec 28, 2024 Bilevel Optimization Meta-Learning
Code Code Available 5 Deep Stochastic Optimization in Finance May 9, 2022 Stochastic Optimization
Code Code Available 5 Navigating Demand Uncertainty in Container Shipping: Deep Reinforcement Learning for Enabling Adaptive and Feasible Master Stowage Planning Feb 18, 2025 Combinatorial Optimization Deep Reinforcement Learning
Code Code Available 5 Towards Faster Decentralized Stochastic Optimization with Communication Compression May 30, 2024 Stochastic Optimization
Code Code Available 5 High Probability Complexity Bounds for Non-Smooth Stochastic Optimization with Heavy-Tailed Noise Jun 10, 2021 Stochastic Optimization
Code Code Available 5 Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication Feb 1, 2019 Stochastic Optimization
Code Code Available 5 Convolutional Sketch Inversion Jun 9, 2016 Stochastic Optimization
Code Code Available 5 CoolMomentum: A Method for Stochastic Optimization by Langevin Dynamics with Simulated Annealing May 29, 2020 global-optimization Physical Simulations
Code Code Available 5 An Efficient Stochastic Algorithm for Decentralized Nonconvex-Strongly-Concave Minimax Optimization Dec 5, 2022 Stochastic Optimization
Code Code Available 5 Decision-Dependent Stochastic Optimization: The Role of Distribution Dynamics Mar 10, 2025 Recommendation Systems Stochastic Optimization
Code Code Available 5 Better SGD using Second-order Momentum Mar 4, 2021 Stochastic Optimization
Code Code Available 5 Nonparametric Stochastic Compositional Gradient Descent for Q-Learning in Continuous Markov Decision Problems Apr 19, 2018 Q-Learning Stochastic Optimization
Code Code Available 5 n-Step Temporal Difference Learning with Optimal n Mar 13, 2023 Stochastic Optimization
Code Code Available 5 DeepType: Multilingual Entity Linking by Neural Type System Evolution Feb 3, 2018 Entity Disambiguation Entity Embeddings
Code Code Available 5 Coupling Adaptive Batch Sizes with Learning Rates Dec 15, 2016 image-classification Image Classification
Code Code Available 5 CProp: Adaptive Learning Rate Scaling from Past Gradient Conformity Dec 24, 2019 Scheduling Stochastic Optimization
Code Code Available 5 On-Demand Sampling: Learning Optimally from Multiple Distributions Oct 22, 2022 Fairness Federated Learning
Code Code Available 5 Cyanure: An Open-Source Toolbox for Empirical Risk Minimization for Python, C++, and soon more Dec 17, 2019 Stochastic Optimization
Code Code Available 5 CYCLADES: Conflict-free Asynchronous Machine Learning May 31, 2016 BIG-bench Machine Learning Stochastic Optimization
Code Code Available 5 Effectively Leveraging Momentum Terms in Stochastic Line Search Frameworks for Fast Optimization of Finite-Sum Problems Nov 11, 2024 Stochastic Optimization
Code Code Available 5 Graph Pattern Mining and Learning through User-defined Relations (Extended Version) Sep 14, 2018 Graph Neural Network Stochastic Optimization
Code Code Available 5 Non-asymptotic estimates for TUSLA algorithm for non-convex learning with applications to neural networks with ReLU activation function Jul 19, 2021 Stochastic Optimization Transfer Learning
Code Code Available 5 DADAM: A Consensus-based Distributed Adaptive Gradient Method for Online Optimization Jan 25, 2019 Stochastic Optimization
Code Code Available 5 Sampling from a k-DPP without looking at all items Dec 1, 2020 All Experimental Design
Code Code Available 5 An Algorithm with Optimal Dimension-Dependence for Zero-Order Nonsmooth Nonconvex Stochastic Optimization Jul 10, 2023 LEMMA Stochastic Optimization
— Unverified 0 Buying Information for Stochastic Optimization Jun 6, 2023 Stochastic Optimization
— Unverified 0 Building Proteins in a Day: Efficient 3D Molecular Reconstruction Apr 14, 2015 3D Reconstruction Stochastic Optimization
— Unverified 0 An adaptive volatility method for probabilistic forecasting and its application to the M6 financial forecasting competition Mar 3, 2023 Decision Making Stochastic Optimization
— Unverified 0 Adaptive Single-Pass Stochastic Gradient Descent in Input Sparsity Time Jan 1, 2021 Second-order methods Stochastic Optimization
— Unverified 0 Adaptive Gradient Regularization: A Faster and Generalizable Optimization Technique for Deep Neural Networks Jul 24, 2024 image-classification Image Classification
— Unverified 0 Breaking the Lower Bound with (Little) Structure: Acceleration in Non-Convex Stochastic Optimization with Heavy-Tailed Noise Feb 14, 2023 Stochastic Optimization
— Unverified 0 Adaptive Shells for Efficient Neural Radiance Field Rendering Nov 16, 2023 Novel View Synthesis Stochastic Optimization
— Unverified 0 A Communication-Efficient Adaptive Algorithm for Federated Learning under Cumulative Regret Jan 21, 2023 Federated Learning Stochastic Optimization
— Unverified 0 Faster Stochastic Variance Reduction Methods for Compositional MiniMax Optimization Aug 18, 2023 Stochastic Optimization
— Unverified 0 Breaking (Global) Barriers in Parallel Stochastic Optimization with Wait-Avoiding Group Averaging Apr 30, 2020 Deep Reinforcement Learning Machine Translation
— Unverified 0 A Multi-Stage Algorithm for Acoustic Physical Model Parameters Estimation Sep 14, 2018 Deep Learning parameter estimation
— Unverified 0 Branching model with state dependent offspring distribution for Chlamydia spread Jun 5, 2023 Form Stochastic Optimization
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