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ICML 2022 Accepted Papers

The full list of 1,228 papers accepted at ICML 2022 (International Conference on Machine Learning). Click any title for details, similar papers, and links to the original source. You can also search these papers by meaning, not just keywords.

Spotlight: 1,110Oral: 118
  1. Label Ranking through Nonparametric RegressionOral9 citations
  2. Massively Parallel $k$-Means Clustering for Perturbation Resilient InstancesSpotlight9 citations
  3. MemSR: Training Memory-efficient Lightweight Model for Image Super-ResolutionSpotlight9 citations
  4. Metric-Fair Active LearningSpotlight9 citations
  5. On the Convergence of Inexact Predictor-Corrector Methods for Linear ProgrammingOral9 citations
  6. Online Learning and Pricing with Reusable Resources: Linear Bandits with Sub-Exponential RewardsSpotlight9 citations
  7. PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual InformationSpotlight9 citations
  8. Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement LearningSpotlight9 citations
  9. Practical Almost-Linear-Time Approximation Algorithms for Hybrid and Overlapping Graph ClusteringSpotlight9 citations
  10. Principled Knowledge Extrapolation with GANsSpotlight9 citations
  11. Spectral Representation of Robustness Measures for Optimization Under Input UncertaintySpotlight9 citations
  12. Supervised Off-Policy RankingSpotlight9 citations
  13. Thompson Sampling for Robust Transfer in Multi-Task BanditsSpotlight9 citations
  14. Translating Robot Skills: Learning Unsupervised Skill Correspondences Across RobotsSpotlight9 citations
  15. UnderGrad: A Universal Black-Box Optimization Method with Almost Dimension-Free Convergence Rate GuaranteesOral9 citations
  16. UniRank: Unimodal Bandit Algorithms for Online RankingOral9 citations
  17. Adaptive Accelerated (Extra-)Gradient Methods with Variance ReductionSpotlight8 citations
  18. Adversarial Vulnerability of Randomized EnsemblesSpotlight8 citations
  19. Analysis of Stochastic Processes through Replay BuffersSpotlight8 citations
  20. Asymptotically-Optimal Gaussian Bandits with Side ObservationsSpotlight8 citations
  21. Bayesian Continuous-Time Tucker DecompositionOral8 citations
  22. Bayesian Nonparametrics for Offline Skill DiscoverySpotlight8 citations
  23. Bit Prioritization in Variational Autoencoders via Progressive CodingSpotlight8 citations
  24. Burst-Dependent Plasticity and Dendritic Amplification Support Target-Based Learning and Hierarchical Imitation LearningSpotlight8 citations
  25. Closed-Form Diffeomorphic Transformations for Time Series AlignmentSpotlight8 citations
  26. Deep Reference Priors: What is the best way to pretrain a model?Spotlight8 citations
  27. Fast Lossless Neural Compression with Integer-Only Discrete FlowsSpotlight8 citations
  28. Generalized Beliefs for Cooperative AISpotlight8 citations
  29. Global Optimization NetworksSpotlight8 citations
  30. Hessian-Free High-Resolution Nesterov Acceleration For SamplingSpotlight8 citations
  31. Interactive Inverse Reinforcement Learning for Cooperative GamesSpotlight8 citations
  32. Metric-Fair Classifier DerandomizationSpotlight8 citations
  33. Minimax M-estimation under Adversarial ContaminationSpotlight8 citations
  34. Minimum Cost Intervention Design for Causal Effect IdentificationOral8 citations
  35. Multirate Training of Neural NetworksSpotlight8 citations
  36. Nonparametric Sparse Tensor Factorization with Hierarchical Gamma ProcessesSpotlight8 citations
  37. On the Finite-Time Performance of the Knowledge Gradient AlgorithmSpotlight8 citations
  38. Optimal and Efficient Dynamic Regret Algorithms for Non-Stationary Dueling BanditsSpotlight8 citations
  39. Plan Your Target and Learn Your Skills: Transferable State-Only Imitation Learning via Decoupled Policy OptimizationSpotlight8 citations
  40. Reverse Engineering $\ell_p$ attacks: A block-sparse optimization approach with recovery guaranteesSpotlight8 citations
  41. Tackling covariate shift with node-based Bayesian neural networksOral8 citations
  42. The Geometry of Robust Value FunctionsSpotlight8 citations
  43. The Multivariate Community Hawkes Model for Dependent Relational Events in Continuous-time NetworksSpotlight8 citations
  44. Three-stage Evolution and Fast Equilibrium for SGD with Non-degerate Critical PointsSpotlight8 citations
  45. Training Discrete Deep Generative Models via Gapped Straight-Through EstimatorSpotlight8 citations
  46. Variational Inference for Infinitely Deep Neural NetworksSpotlight8 citations
  47. A Difference Standardization Method for Mutual Transfer LearningSpotlight7 citations
  48. A Hierarchical Transitive-Aligned Graph Kernel for Un-attributed GraphsSpotlight7 citations
  49. AdAUC: End-to-end Adversarial AUC Optimization Against Long-tail ProblemsSpotlight7 citations
  50. Agnostic Learnability of Halfspaces via Logistic LossOral7 citations
  51. Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and FairnessOral7 citations
  52. Counterfactual Transportability: A Formal ApproachSpotlight7 citations
  53. Data-Efficient Double-Win Lottery Tickets from Robust Pre-trainingSpotlight7 citations
  54. Deep Squared Euclidean Approximation to the Levenshtein Distance for DNA StorageSpotlight7 citations
  55. Deploying Convolutional Networks on Untrusted Platforms Using 2D Holographic Reduced RepresentationsSpotlight7 citations
  56. Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical ImagesSpotlight7 citations
  57. Efficient Learning of CNNs using Patch Based FeaturesSpotlight7 citations
  58. Generating Distributional Adversarial Examples to Evade Statistical DetectorsSpotlight7 citations
  59. Gradient Based ClusteringSpotlight7 citations
  60. Hindering Adversarial Attacks with Implicit Neural RepresentationsSpotlight7 citations
  61. Improved StyleGAN-v2 based Inversion for Out-of-Distribution ImagesSpotlight7 citations
  62. Input Dependent Sparse Gaussian ProcessesSpotlight7 citations
  63. Markov Chain Monte Carlo for Continuous-Time Switching Dynamical SystemsSpotlight7 citations
  64. Nonparametric Involutive Markov Chain Monte CarloOral7 citations
  65. On the Sample Complexity of Learning Infinite-horizon Discounted Linear Kernel MDPsSpotlight7 citations
  66. Online Balanced Experimental DesignSpotlight7 citations
  67. Optimal Clustering with Noisy Queries via Multi-Armed BanditSpotlight7 citations
  68. Task-aware Privacy Preservation for Multi-dimensional DataSpotlight7 citations
  69. The Complexity of k-Means Clustering when Little is KnownSpotlight7 citations
  70. The Infinite Contextual Graph Markov ModelSpotlight7 citations
  71. Thompson Sampling for (Combinatorial) Pure ExplorationSpotlight7 citations
  72. Universal and data-adaptive algorithms for model selection in linear contextual banditsSpotlight7 citations
  73. Universality of Winning Tickets: A Renormalization Group PerspectiveSpotlight7 citations
  74. A Random Matrix Analysis of Data Stream Clustering: Coping With Limited Memory ResourcesSpotlight6 citations
  75. A Regret Minimization Approach to Multi-Agent ControlSpotlight6 citations
  76. An Analytical Update Rule for General Policy OptimizationOral6 citations
  77. BAMDT: Bayesian Additive Semi-Multivariate Decision Trees for Nonparametric RegressionOral6 citations
  78. Bayesian Deep Embedding Topic Meta-LearnerSpotlight6 citations
  79. Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial DefenseSpotlight6 citations
  80. Constrained Gradient Descent: A Powerful and Principled Evasion Attack Against Neural NetworksSpotlight6 citations
  81. Deep Network Approximation in Terms of Intrinsic ParametersSpotlight6 citations
  82. Efficient Low Rank Convex Bounds for Pairwise Discrete Graphical ModelsSpotlight6 citations
  83. Efficient Representation Learning via Adaptive Context PoolingSpotlight6 citations
  84. Feature selection using e-valuesSpotlight6 citations
  85. Global Optimization of K-Center ClusteringSpotlight6 citations
  86. Gradient-Free Method for Heavily Constrained Nonconvex OptimizationSpotlight6 citations
  87. Identifiability Conditions for Domain AdaptationSpotlight6 citations
  88. Influence-Augmented Local Simulators: a Scalable Solution for Fast Deep RL in Large Networked SystemsSpotlight6 citations
  89. Interactive Correlation Clustering with Existential Cluster ConstraintsSpotlight6 citations
  90. Investigating Generalization by Controlling Normalized MarginSpotlight6 citations
  91. Learning from a Learning User for Optimal RecommendationsSpotlight6 citations
  92. Log-Euclidean Signatures for Intrinsic Distances Between Unaligned DatasetsSpotlight6 citations
  93. Measuring Representational Robustness of Neural Networks Through Shared InvariancesOral6 citations
  94. Neurocoder: General-Purpose Computation Using Stored Neural ProgramsSpotlight6 citations
  95. Nonparametric Factor Trajectory Learning for Dynamic Tensor DecompositionSpotlight6 citations
  96. On Convergence of Gradient Descent Ascent: A Tight Local AnalysisSpotlight6 citations
  97. Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-trainingSpotlight6 citations
  98. Private optimization in the interpolation regime: faster rates and hardness resultsSpotlight6 citations
  99. Prototype Based Classification from Hierarchy to FairnessSpotlight6 citations
  100. Prototype-Anchored Learning for Learning with Imperfect AnnotationsSpotlight6 citations
  101. Scalable Deep Gaussian Markov Random Fields for General GraphsSpotlight6 citations
  102. Simultaneous Graph Signal Clustering and Graph LearningSpotlight6 citations
  103. Sketching Algorithms and Lower Bounds for Ridge RegressionSpotlight6 citations
  104. Spatial-Channel Token Distillation for Vision MLPsSpotlight6 citations
  105. Stabilizing Q-learning with Linear Architectures for Provable Efficient LearningSpotlight6 citations
  106. Steerable 3D Spherical NeuronsSpotlight6 citations
  107. Strategic RepresentationSpotlight6 citations
  108. Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian ProcessesSpotlight6 citations
  109. A query-optimal algorithm for finding counterfactualsSpotlight5 citations
  110. Bregman Power k-Means for Clustering Exponential Family DataSpotlight5 citations
  111. Congested Bandits: Optimal Routing via Short-term ResetsSpotlight5 citations
  112. Discovering Generalizable Spatial Goal Representations via Graph-based Active Reward LearningSpotlight5 citations
  113. Disentangling Disease-related Representation from Obscure for Disease PredictionSpotlight5 citations
  114. Efficiently Learning the Topology and Behavior of a Networked Dynamical System Via Active QueriesSpotlight5 citations
  115. Exploring and Exploiting Hubness Priors for High-Quality GAN Latent SamplingSpotlight5 citations
  116. Generalized Leverage Scores: Geometric Interpretation and ApplicationsSpotlight5 citations
  117. How to Fill the Optimum Set? Population Gradient Descent with Harmless DiversitySpotlight5 citations
  118. Implicit Regularization with Polynomial Growth in Deep Tensor FactorizationSpotlight5 citations
  119. Instance Dependent Regret Analysis of Kernelized BanditsSpotlight5 citations
  120. Lazy Estimation of Variable Importance for Large Neural NetworksSpotlight5 citations
  121. Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient DescentSpotlight5 citations
  122. Multiclass learning with margin: exponential rates with no bias-variance trade-offSpotlight5 citations
  123. Neural Fisher Discriminant Analysis: Optimal Neural Network Embeddings in Polynomial TimeSpotlight5 citations
  124. On the Impossibility of Learning to Cooperate with Adaptive Partner Strategies in Repeated GamesSpotlight5 citations
  125. Popular decision tree algorithms are provably noise tolerantSpotlight5 citations
  126. Revisiting Online Submodular Minimization: Gap-Dependent Regret Bounds, Best of Both Worlds and Adversarial RobustnessSpotlight5 citations
  127. Scalable MCMC Sampling for Nonsymmetric Determinantal Point ProcessesOral5 citations
  128. Sublinear-Time Clustering Oracle for Signed GraphsOral5 citations
  129. The Algebraic Path Problem for Graph MetricsSpotlight5 citations
  130. The Teaching Dimension of Regularized Kernel LearnersSpotlight5 citations
  131. Towards Uniformly Superhuman Autonomy via Subdominance MinimizationSpotlight5 citations
  132. Uncertainty Modeling in Generative Compressed SensingSpotlight5 citations
  133. Variational Inference with Locally Enhanced Bounds for Hierarchical ModelsSpotlight5 citations
  134. (Non-)Convergence Results for Predictive Coding NetworksSpotlight4 citations
  135. A Functional Information Perspective on Model InterpretationSpotlight4 citations
  136. A Temporal-Difference Approach to Policy Gradient EstimationSpotlight4 citations
  137. Cooperative Online Learning in Stochastic and Adversarial MDPsOral4 citations
  138. Coordinated Double Machine LearningSpotlight4 citations
  139. Deciphering Lasso-based Classification Through a Large Dimensional Analysis of the Iterative Soft-Thresholding AlgorithmSpotlight4 citations
  140. Easy Variational Inference for Categorical Models via an Independent Binary ApproximationSpotlight4 citations
  141. Efficient Approximate Inference for Stationary Kernel on Frequency DomainSpotlight4 citations
  142. Fourier Learning with Cyclical DataSpotlight4 citations
  143. Importance Weighted Kernel Bayes’ RuleSpotlight4 citations
  144. Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling ComplexitySpotlight4 citations
  145. Invariant Ancestry SearchSpotlight4 citations
  146. Least Squares Estimation using Sketched Data with Heteroskedastic ErrorsSpotlight4 citations
  147. Multi-slots Online Matching with High EntropySpotlight4 citations
  148. N-Penetrate: Active Learning of Neural Collision Handler for Complex 3D Mesh DeformationsSpotlight4 citations
  149. Near-Optimal Algorithms for Autonomous Exploration and Multi-Goal Stochastic Shortest PathSpotlight4 citations
  150. On the Effects of Artificial Data ModificationSpotlight4 citations
  151. One-Pass Algorithms for MAP Inference of Nonsymmetric Determinantal Point ProcessesSpotlight4 citations
  152. Optimal Estimation of Policy Gradient via Double Fitted IterationSpotlight4 citations
  153. Order Constraints in Optimal TransportSpotlight4 citations
  154. RUMs from Head-to-Head ContestsSpotlight4 citations
  155. Revisiting the Effects of Stochasticity for Hamiltonian SamplersSpotlight4 citations
  156. Ripple Attention for Visual Perception with Sub-quadratic ComplexitySpotlight4 citations
  157. Robustness in Multi-Objective Submodular Optimization: a Quantile ApproachSpotlight4 citations
  158. Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-RuppertSpotlight4 citations
  159. Streaming Algorithms for Support-Aware HistogramsSpotlight4 citations
  160. Understanding Robust Generalization in Learning Regular LanguagesSpotlight4 citations
  161. What Dense Graph Do You Need for Self-Attention?Spotlight4 citations
  162. ASAP.SGD: Instance-based Adaptiveness to Staleness in Asynchronous SGDSpotlight3 citations
  163. Active Nearest Neighbor Regression Through Delaunay RefinementSpotlight3 citations
  164. ActiveHedge: Hedge meets Active LearningSpotlight3 citations
  165. Batch Greenkhorn Algorithm for Entropic-Regularized Multimarginal Optimal Transport: Linear Rate of Convergence and Iteration ComplexitySpotlight3 citations
  166. Certified Adversarial Robustness Under the Bounded Support SetSpotlight3 citations
  167. Coin Flipping Neural NetworksSpotlight3 citations
  168. Consensus Multiplicative Weights Update: Learning to Learn using Projector-based Game SignaturesSpotlight3 citations
  169. Cross-Space Active Learning on Graph Convolutional NetworksSpotlight3 citations
  170. Differentially Private Maximal Information CoefficientsSpotlight3 citations
  171. EAT-C: Environment-Adversarial sub-Task Curriculum for Efficient Reinforcement LearningSpotlight3 citations
  172. Nested BanditsSpotlight3 citations
  173. Neural Inverse Transform SamplerSpotlight3 citations
  174. Parametric Visual Program Induction with Function ModularizationSpotlight3 citations
  175. PoF: Post-Training of Feature Extractor for Improving GeneralizationSpotlight3 citations
  176. Random Gegenbauer Features for Scalable Kernel MethodsOral3 citations
  177. Rethinking Fano’s Inequality in Ensemble LearningSpotlight3 citations
  178. SoQal: Selective Oracle Questioning for Consistency Based Active Learning of Cardiac SignalsSpotlight3 citations
  179. Streaming Inference for Infinite Feature ModelsSpotlight3 citations
  180. Towards Theoretical Analysis of Transformation Complexity of ReLU DNNsSpotlight3 citations
  181. Variational On-the-Fly PersonalizationSpotlight3 citations
  182. A Convergent and Dimension-Independent Min-Max Optimization AlgorithmOral2 citations
  183. A Model-Agnostic Randomized Learning Framework based on Random Hypothesis Subspace SamplingSpotlight2 citations
  184. A Resilient Distributed Boosting AlgorithmSpotlight2 citations
  185. A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization AlgorithmsSpotlight2 citations
  186. Adversarial Attack and Defense for Non-Parametric Two-Sample TestsSpotlight2 citations
  187. Attentional Meta-learners for Few-shot Polythetic ClassificationSpotlight2 citations
  188. Constants Matter: The Performance Gains of Active LearningSpotlight2 citations
  189. Decomposing Temporal High-Order Interactions via Latent ODEsSpotlight2 citations
  190. Discrete Tree Flows via Tree-Structured PermutationsSpotlight2 citations
  191. Distributionally-Aware Kernelized Bandit Problems for Risk AversionSpotlight2 citations
  192. Equivariant Priors for compressed sensing with unknown orientationSpotlight2 citations
  193. Extracting Latent State Representations with Linear Dynamics from Rich ObservationsSpotlight2 citations
  194. Kill a Bird with Two Stones: Closing the Convergence Gaps in Non-Strongly Convex Optimization by Directly Accelerated SVRG with Double Compensation and SnapshotsSpotlight2 citations
  195. Marginal Distribution Adaptation for Discrete Sets via Module-Oriented Divergence MinimizationSpotlight2 citations
  196. Neural Network Poisson Models for Behavioural and Neural Spike Train DataSpotlight2 citations
  197. Nonparametric Embeddings of Sparse High-Order Interaction EventsSpotlight2 citations
  198. On Non-local Convergence Analysis of Deep Linear NetworksSpotlight2 citations
  199. Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit FeedbackSpotlight2 citations
  200. Scalable Computation of Causal BoundsSpotlight2 citations
  201. Scaling Structured Inference with RandomizationSpotlight2 citations
  202. Variational Feature Pyramid NetworksSpotlight2 citations
  203. A Completely Tuning-Free and Robust Approach to Sparse Precision Matrix EstimationSpotlight1 citations
  204. Actor-Critic based Improper Reinforcement LearningSpotlight1 citations
  205. Approximate Frank-Wolfe Algorithms over Graph-structured Support SetsSpotlight1 citations
  206. Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance ComplexitySpotlight1 citations
  207. Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum OptimizationSpotlight1 citations
  208. Exact Learning of Preference Structure: Single-peaked Preferences and BeyondSpotlight1 citations
  209. Forward Operator Estimation in Generative Models with Kernel Transfer OperatorsSpotlight1 citations
  210. Iterative Double Sketching for Faster Least-Squares OptimizationSpotlight1 citations
  211. Lagrangian Method for Q-Function Learning (with Applications to Machine Translation)Spotlight1 citations
  212. Local Linear Convergence of Douglas-Rachford for Linear Programming: a Probabilistic AnalysisSpotlight1 citations
  213. Measuring dissimilarity with diffeomorphism invarianceSpotlight1 citations
  214. Modeling Structure with Undirected Neural NetworksSpotlight1 citations
  215. Quantification and Analysis of Layer-wise and Pixel-wise Information DiscardingSpotlight1 citations
  216. TSPipe: Learn from Teacher Faster with PipelinesSpotlight1 citations
  217. A Parametric Class of Approximate Gradient Updates for Policy OptimizationSpotlight
  218. Analyzing and Mitigating Interference in Neural Architecture SearchSpotlight
  219. Branching Reinforcement LearningSpotlight
  220. Breaking the $\sqrtT$ Barrier: Instance-Independent Logarithmic Regret in Stochastic Contextual Linear BanditsSpotlight
  221. Centroid Approximation for Bootstrap: Improving Particle Quality at InferenceSpotlight
  222. CerDEQ: Certifiable Deep Equilibrium ModelSpotlight
  223. PAC-Bayesian Bounds on Rate-Efficient ClassifiersSpotlight
  224. Residual-Based Sampling for Online Outlier-Robust PCASpotlight
  225. Set Based Stochastic SubsamplingSpotlight
  226. TURF: Two-Factor, Universal, Robust, Fast Distribution Learning AlgorithmSpotlight
  227. Understanding Dataset Difficulty with $\mathcal{V}$-Usable InformationOral
  228. Unsupervised Detection of Contextualized Embedding Bias with Application to IdeologySpotlight

ICML accepted papers in other years

ICML 2026 (6,634)ICML 2025 (3,333)ICML 2024 (2,610)ICML 2023 (1,828)ICML 2021 (1,181)ICML 2020 (1,082)ICML 2019 (773)ICML 2018 (620)ICML 2017 (433)ICML 2016 (322)ICML 2015 (270)

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ICML 2022 Accepted Papers · Full List of 1,228 Papers