SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning Apr 28, 2024 Stochastic Optimization
Code Code Available Spectral Inference Networks: Unifying Deep and Spectral Learning Jun 6, 2018 Atari Games Bilevel Optimization
Code Code Available A Variational Perspective on Solving Inverse Problems with Diffusion Models May 7, 2023 Denoising Image Restoration
Code Code Available Stochastic Gradient Descent Captures How Children Learn About Physics Sep 25, 2022 Stochastic Optimization
Code Code Available An Analysis of the Adaptation Speed of Causal Models May 18, 2020 Meta-Learning Stochastic Optimization
Code Code Available Stochastic Optimization for Performative Prediction Jun 12, 2020 Prediction Stochastic Optimization
Code Code Available The Acquisition of Physical Knowledge in Generative Neural Networks Oct 30, 2023 Stochastic Optimization
Code Code Available Time-Causal VAE: Robust Financial Time Series Generator Nov 5, 2024 Decoder Stochastic Optimization
Code Code Available Adaptive Semantic Token Communication for Transformer-based Edge Inference May 23, 2025 object-detection Object Detection
Code Code Available Variational Inference: A Review for Statisticians Jan 4, 2016 Stochastic Optimization Variational Inference
Code Code Available Why Do We Need Weight Decay in Modern Deep Learning? Oct 6, 2023 Deep Learning image-classification
Code Code Available A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available A Novel Unified Parametric Assumption for Nonconvex Optimization Feb 17, 2025 Stochastic Optimization
Code Code Available Averaging Weights Leads to Wider Optima and Better Generalization Mar 14, 2018 Image Classification Stochastic Optimization
Code Code Available Apollo: An Adaptive Parameter-wise Diagonal Quasi-Newton Method for Nonconvex Stochastic Optimization Sep 28, 2020 Stochastic Optimization
Code Code Available ATD: Augmenting CP Tensor Decomposition by Self Supervision Jun 15, 2021 Data Augmentation Dimensionality Reduction
Code Code Available Cyclical Stochastic Gradient MCMC for Bayesian Deep Learning Feb 11, 2019 Bayesian Inference Deep Learning
Code Code Available Learning from History for Byzantine Robust Optimization Dec 18, 2020 Federated Learning Stochastic Optimization
Code Code Available BinaryViT: Pushing Binary Vision Transformers Towards Convolutional Models Jun 29, 2023 Binarization Image Classification
Code Code Available Combinatorial Optimization enriched Machine Learning to solve the Dynamic Vehicle Routing Problem with Time Windows Apr 3, 2023 Combinatorial Optimization Stochastic Optimization
Code Code Available Adaptivity of Stochastic Gradient Methods for Nonconvex Optimization Feb 13, 2020 Stochastic Optimization
Code Code Available Adaptivity without Compromise: A Momentumized, Adaptive, Dual Averaged Gradient Method for Stochastic Optimization Jan 26, 2021 Stochastic Optimization
Code Code Available Deep Generalized Canonical Correlation Analysis Feb 8, 2017 Representation Learning Stochastic Optimization
Code Code Available Self-Directed Online Machine Learning for Topology Optimization Feb 4, 2020 BIG-bench Machine Learning Stochastic Optimization
Code Code Available Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Nov 20, 2019 Domain Generalization Natural Language Inference
Code Code Available Efficient approximation of Jacobian matrices involving a non-uniform fast Fourier transform (NUFFT) Nov 4, 2021 compressed sensing Image Reconstruction
Code Code Available Exploiting Explainable Metrics for Augmented SGD Mar 31, 2022 Stochastic Optimization
Code Code Available Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation Oct 29, 2019 Federated Learning Privacy Preserving
Code Code Available Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Apr 11, 2018 Machine Translation Stochastic Optimization
Code Code Available ADMM for Efficient Deep Learning with Global Convergence May 31, 2019 Deep Learning Stochastic Optimization
Code Code Available Revisiting Distributed Synchronous SGD Apr 4, 2016 Stochastic Optimization
Code Code Available Lookahead Optimizer: k steps forward, 1 step back Jul 19, 2019 Image Classification Machine Translation
Code Code Available ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning Jun 1, 2020 BIG-bench Machine Learning Second-order methods
Code Code Available Monte Carlo Policy Gradient Method for Binary Optimization Jul 3, 2023 Combinatorial Optimization Diversity
Code Code Available Adam: A Method for Stochastic Optimization Dec 22, 2014 Stochastic Optimization
Code Code Available Online Learning Rate Adaptation with Hypergradient Descent Mar 14, 2017 Hyperparameter Optimization Stochastic Optimization
Code Code Available ORL: Reinforcement Learning Benchmarks for Online Stochastic Optimization Problems Nov 24, 2019 reinforcement-learning Reinforcement Learning
Code Code Available PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees Feb 13, 2020 Gaussian Processes Generalization Bounds
Code Code Available Personalized Federated Learning with Moreau Envelopes Jun 16, 2020 Diversity Federated Learning
Code Code Available Sequential Manipulation Planning on Scene Graph Jul 10, 2022 Object Rearrangement Stochastic Optimization
Code Code Available Adapting to Mixing Time in Stochastic Optimization with Markovian Data Feb 9, 2022 Stochastic Optimization
Code Code Available Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance Feb 24, 2022 Contrastive Learning Self-Supervised Learning
Code Code Available Quality-Diversity Optimization: a novel branch of stochastic optimization Dec 8, 2020 Diversity Stochastic Optimization
Code Code Available Randomized Automatic Differentiation Jul 20, 2020 Stochastic Optimization Variational Inference
Code Code Available Adaptive Single-Pass Stochastic Gradient Descent in Input Sparsity Time Jan 1, 2021 Second-order methods Stochastic Optimization
— Unverified Adaptive Shells for Efficient Neural Radiance Field Rendering Nov 16, 2023 Novel View Synthesis Stochastic Optimization
— Unverified A Communication-Efficient Adaptive Algorithm for Federated Learning under Cumulative Regret Jan 21, 2023 Federated Learning Stochastic Optimization
— Unverified Adaptive Sequential Machine Learning Apr 4, 2019 BIG-bench Machine Learning Model Selection
— Unverified Accelerated Reinforcement Learning Oct 23, 2017 Policy Gradient Methods reinforcement-learning
— Unverified A Latent Variational Framework for Stochastic Optimization May 5, 2019 Bayesian Inference Stochastic Optimization
— Unverified 