Vector Transport Free Riemannian LBFGS for Optimization on Symmetric Positive Definite Matrix Manifolds Aug 25, 2021 Riemannian optimization Stochastic Optimization
Code Code Available 0DADAM: A Consensus-based Distributed Adaptive Gradient Method for Online Optimization Jan 25, 2019 Stochastic Optimization
Code Code Available 0HyperAdam: A Learnable Task-Adaptive Adam for Network Training Nov 22, 2018 Stochastic Optimization
Code Code Available 0A deep generative model for gene expression profiles from single-cell RNA sequencing Sep 7, 2017 Stochastic Optimization Variational Inference
Code Code Available 0CYCLADES: Conflict-free Asynchronous Machine Learning May 31, 2016 BIG-bench Machine Learning Stochastic Optimization
Code Code Available 0Learning with risks based on M-location Dec 4, 2020 Stochastic Optimization
Code Code Available 0Deep learning with Elastic Averaging SGD Dec 20, 2014 Deep Learning image-classification
Code Code Available 0DeepOBS: A Deep Learning Optimizer Benchmark Suite Mar 13, 2019 Benchmarking Deep Learning
Code Code Available 0Stochastic Iterative Graph Matching Jun 4, 2021 Graph Matching Stochastic Optimization
Code Code Available 0Deep Stochastic Optimization in Finance May 9, 2022 Stochastic Optimization
Code Code Available 0DeepType: Multilingual Entity Linking by Neural Type System Evolution Feb 3, 2018 Entity Disambiguation Entity Embeddings
Code Code Available 0Concealing Sensitive Samples against Gradient Leakage in Federated Learning Sep 13, 2022 Federated Learning Stochastic Optimization
Code Code Available 0Nonparametric Stochastic Compositional Gradient Descent for Q-Learning in Continuous Markov Decision Problems Apr 19, 2018 Q-Learning Stochastic Optimization
Code Code Available 0Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Feb 26, 2018 Deep Learning Neural Architecture Search
Code Code Available 0SPI-Optimizer: an integral-Separated PI Controller for Stochastic Optimization Dec 29, 2018 Stochastic Optimization
Code Code Available 0Stochastic Optimization with Heavy-Tailed Noise via Accelerated Gradient Clipping May 21, 2020 Stochastic Optimization
Code Code Available 0Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization May 9, 2019 Stochastic Optimization
Code Code Available 0Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference Oct 5, 2018 Stochastic Optimization Variational Inference
Code Code Available 0Cyanure: An Open-Source Toolbox for Empirical Risk Minimization for Python, C++, and soon more Dec 17, 2019 Stochastic Optimization
Code Code Available 0Probabilistic Line Searches for Stochastic Optimization Mar 29, 2017 Bayesian Optimization Stochastic Optimization
Code Code Available 0n-Step Temporal Difference Learning with Optimal n Mar 13, 2023 Stochastic Optimization
Code Code Available 0Probabilistic Line Searches for Stochastic Optimization Feb 10, 2015 Bayesian Optimization Stochastic Optimization
Code Code Available 0Variational Bayesian Phylogenetic Inference with Semi-implicit Branch Length Distributions Aug 9, 2024 Stochastic Optimization
Code Code Available 0ODE-based Learning to Optimize Jun 4, 2024 Navigate Stochastic Optimization
Code Code Available 0Improving Tree Probability Estimation with Stochastic Optimization and Variance Reduction Sep 9, 2024 Stochastic Optimization
Code Code Available 0Off-Grid Ultrasound Imaging by Stochastic Optimization Jul 2, 2024 Stochastic Optimization
Code Code Available 0Diffusion Stochastic Optimization for Min-Max Problems Jan 26, 2024 Stochastic Optimization
Code Code Available 0Progressive Batching for Efficient Non-linear Least Squares Oct 21, 2020 Stochastic Optimization
Code Code Available 0The computational asymptotics of Gaussian variational inference and the Laplace approximation Apr 13, 2021 Bayesian Inference Stochastic Optimization
Code Code Available 0Direct loss minimization algorithms for sparse Gaussian processes Apr 7, 2020 Computational Efficiency Gaussian Processes
Code Code Available 0Bilevel Learning with Inexact Stochastic Gradients Dec 16, 2024 Bilevel Optimization Deblurring
Code Code Available 0Discriminative Bayesian filtering lends momentum to the stochastic Newton method for minimizing log-convex functions Apr 27, 2021 Sequential Bayesian Inference Stochastic Optimization
Code Code Available 0Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback Dec 28, 2021 Federated Learning Stochastic Optimization
Code Code Available 0Disjoint principal component analysis by constrained binary particle swarm optimization Apr 22, 2020 Stochastic Optimization
Code Code Available 0Integrating LLMs and Decision Transformers for Language Grounded Generative Quality-Diversity Aug 25, 2023 Diversity Language Modelling
Code Code Available 0The importance of better models in stochastic optimization Mar 20, 2019 Stochastic Optimization
Code Code Available 0Style2Vec: Representation Learning for Fashion Items from Style Sets Aug 14, 2017 Image Classification Recommendation Systems
Code Code Available 0Variational Implicit Processes Jun 6, 2018 Gaussian Processes Stochastic Optimization
Code Code Available 0PROMISE: Preconditioned Stochastic Optimization Methods by Incorporating Scalable Curvature Estimates Sep 5, 2023 Stochastic Optimization
Code Code Available 0On Deep Multi-View Representation Learning: Objectives and Optimization Feb 2, 2016 Representation Learning Stochastic Optimization
Code Code Available 0On-Demand Sampling: Learning Optimally from Multiple Distributions Oct 22, 2022 Fairness Federated Learning
Code Code Available 0Janossy Pooling: Learning Deep Permutation-Invariant Functions for Variable-Size Inputs Nov 5, 2018 Stochastic Optimization
Code Code Available 0Scalable Robust Kidney Exchange Nov 8, 2018 Combinatorial Optimization Fairness
Code Code Available 0Stochastic Optimization with Variance Reduction for Infinite Datasets with Finite-Sum Structure Oct 4, 2016 Data Augmentation Stochastic Optimization
Code Code Available 0Provable Multi-instance Deep AUC Maximization with Stochastic Pooling May 14, 2023 GPU Stochastic Optimization
Code Code Available 0Topic Modeling via Full Dependence Mixtures Jun 13, 2019 GPU Stochastic Optimization
Code Code Available 0On-line Adaptative Curriculum Learning for GANs Jul 31, 2018 Multi-Armed Bandits Stochastic Optimization
Code Code Available 0Kalman Gradient Descent: Adaptive Variance Reduction in Stochastic Optimization Oct 29, 2018 BIG-bench Machine Learning Stochastic Optimization
Code Code Available 0Biased Importance Sampling for Deep Neural Network Training May 31, 2017 image-classification Image Classification
Code Code Available 0Provably Personalized and Robust Federated Learning Jun 14, 2023 Clustering Federated Learning
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