ICLR 2022 Statistics
Github
# (176) Title R1 R2 ΔR Ratings 👍
1 Towards a Unified View of Parameter-Efficient Transfer Learning8.008.670.67
6, 8, 10
8, 8, 10
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2 Self-Supervision Enhanced Feature Selection with Correlated Gates8.008.670.67
8, 8, 8
8, 8, 10
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3 What Happens after SGD Reaches Zero Loss? --A Mathematical Framework8.008.500.50
10, 8, 6, 8
10, 8, 8, 8
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4 Score-Based Generative Modeling with Critically-Damped Langevin Diffusion8.008.500.50
8, 10, 8, 6
8, 10, 8, 8
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5 Sample Efficient Deep Reinforcement Learning via Uncertainty Estimation6.008.502.50
6, 5, 3, 10
8, 8, 8, 10
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6 Scaling Laws for Neural Machine Translation7.508.501.00
6, 10, 6, 8
8, 10, 8, 8
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7 Finding Biological Plausibility for Adversarially Robust Features via Metameric Tasks6.008.002.00
8, 5, 5, 6
8, 8, 8, 8
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8 EViT: Expediting Vision Transformers via Token Reorganizations7.008.001.00
6, 6, 8, 8
8, 8, 8, 8
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9 Programmatic Reinforcement Learning without Oracles6.338.001.67
5, 8, 6
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10 AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning7.508.000.50
8, 6, 8, 8
8, 8, 8, 8
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11 Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design8.008.000.00
8, 8, 8
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12 Assessing Generalization of SGD via Disagreement8.008.000.00
8, 8, 8, 8
8, 8, 8, 8
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13 Independent SE(3)-Equivariant Models for End-to-End Rigid Protein Docking6.008.002.00
5, 5, 8
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14 Spike-inspired rank coding for fast and accurate recurrent neural networks6.338.001.67
6, 5, 8
8, 8, 8
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15 MT3: Multi-Task Multitrack Music Transcription8.008.000.00
8, 8, 8, 8
8, 8, 8, 8
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16 The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design6.608.001.40
8, 8, 5, 6, 6
8, 8, 8, 8, 8
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17 Possibility Before Utility: Learning And Using Hierarchical Affordances8.008.000.00
8, 8, 8, 8
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18 Path Auxiliary Proposal for MCMC in Discrete Space5.258.002.75
8, 6, 6, 1
8, 8, 8, 8
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19 TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting8.008.000.00
8, 8
8, 8, 8
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20 Understanding Latent Correlation-Based Multiview Learning and Self-Supervision: An Identifiability Perspective6.678.001.33
6, 8, 6
8, 8, 8
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21 Scalable Sampling for Nonsymmetric Determinantal Point Processes7.508.000.50
8, 6, 8, 8
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22 Sampling with Mirrored Stein Operators8.008.000.00
8, 10, 6, 8
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23 Reinforcement Learning under a Multi-agent Predictive State Representation Model: Method and Theory8.008.000.00
8, 8, 8
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24 Learning transferable motor skills with hierarchical latent mixture policies6.508.001.50
6, 8, 6, 6
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25 SphereFace2: Binary Classification is All You Need for Deep Face Recognition7.008.001.00
8, 8, 5
8, 8, 8
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26 A General Analysis of Example-Selection for Stochastic Gradient Descent8.008.000.00
8, 8, 8, 8
8, 8, 8, 8
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27 Explanations of Black-Box Models based on Directional Feature Interactions6.508.001.50
6, 8, 6, 6
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28 EntQA: Entity Linking as Question Answering8.008.000.00
8, 8, 8
8, 8, 8
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29 Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing7.008.001.00
8, 6, 8, 6
10, 8, 8, 6
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30 Wiring Up Vision: Minimizing Supervised Synaptic Updates Needed to Produce a Primate Ventral Stream6.758.001.25
6, 5, 8, 8
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31 RelaxLoss: Defending Membership Inference Attacks without Losing Utility7.338.000.67
8, 8, 6
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32 Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave Functions7.338.000.67
8, 6, 8
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33 Tackling the Generative Learning Trilemma with Denoising Diffusion GANs7.508.000.50
8, 6, 8, 8
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34 Universal Approximation Under Constraints is Possible with Transformers7.008.001.00
10, 3, 8
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35 Learning Strides in Convolutional Neural Networks6.758.001.25
6, 8, 8, 5
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36 Progressive Distillation for Fast Sampling of Diffusion Models7.008.001.00
6, 6, 8, 8
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37 Probabilistic Implicit Scene Completion6.808.001.20
6, 6, 8, 8, 6
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38 Perceiver IO: A General Architecture for Structured Inputs & Outputs7.508.000.50
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39 How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective6.508.001.50
6, 6, 8, 6
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40 Emergent Communication at Scale8.008.000.00
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41 RotoGrad: Gradient Homogenization in Multitask Learning7.508.000.50
8, 6, 8, 8
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42 Towards Deployment-Efficient Reinforcement Learning: Lower Bound and Optimality8.008.000.00
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43 Meta Discovery: Learning to Discover Novel Classes given Very Limited Data7.508.000.50
8, 8, 8, 6
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44 GNN-LM: Language Modeling based on Global Contexts via GNN7.678.000.33
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45 On the Connection between Local Attention and Dynamic Depth-wise Convolution7.338.000.67
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46 SHINE: SHaring the INverse Estimate from the forward pass for bi-level optimization and implicit models6.008.002.00
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47 On the Optimal Memorization Power of ReLU Neural Networks8.008.000.00
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48 Task Relatedness-Based Generalization Bounds for Meta Learning7.508.000.50
8, 8, 8, 6
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49 Understanding Domain Randomization for Sim-to-real Transfer7.257.750.50
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50 Planning in Stochastic Environments with a Learned Model7.007.750.75
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51 Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration6.607.601.00
8, 6, 5, 6, 8
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52 Label Encoding for Regression Networks5.507.502.00
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53 On the Importance of Firth Bias Reduction in Few-Shot Classification7.007.500.50
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54 Understanding the Role of Self Attention for Efficient Speech Recognition6.757.500.75
6, 8, 5, 8
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55 Latent Variable Sequential Set Transformers for Joint Multi-Agent Motion Prediction5.507.502.00
6, 5, 5, 6
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56 Deconstructing the Inductive Biases of Hamiltonian Neural Networks7.507.500.00
8, 8, 8, 6
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57 Learning more skills through optimistic exploration7.257.500.25
5, 8, 8, 8
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58 Hybrid Local SGD for Federated Learning with Heterogeneous Communications5.757.501.75
6, 8, 3, 6
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59 Training invariances and the low-rank phenomenon: beyond linear networks6.757.500.75
5, 6, 8, 8
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60 Continuous-Time Meta-Learning with Forward Mode Differentiation7.007.500.50
6, 8, 6, 8
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61 Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models7.007.500.50
6, 8, 8, 6
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62 Continual Learning with Filter Atom Swapping7.007.500.50
6, 8, 6, 8
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63 Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers7.007.500.50
8, 8, 6, 6
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64 Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks7.507.500.00
8, 8, 8, 6
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65 Learnability of convolutional neural networks for infinite dimensional input via mixed and anisotropic smoothness8.007.50-0.50
8, 8, 8
8, 8, 8, 6
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66 Interpretable Unsupervised Diversity Denoising and Artefact Removal7.257.500.25
5, 8, 8, 8
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67 Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy5.257.502.25
3, 6, 6, 6
8, 8, 6, 8
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68 Scalable One-Pass Optimisation of High-Dimensional Weight-Update Hyperparameters by Implicit Differentiation5.507.502.00
6, 5, 5, 6
8, 8, 6, 8
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69 Imbedding Deep Neural Networks7.007.500.50
8, 8, 6, 6
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70 Constrained Policy Optimization via Bayesian World Models6.757.500.75
8, 8, 3, 8
8, 8, 6, 8
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71 On Improving Adversarial Transferability of Vision Transformers6.007.501.50
6, 6, 6, 6
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72 VAE Approximation Error: ELBO and Exponential Families7.007.500.50
8, 6, 8, 6
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73 Unifying Likelihood-free Inference with Black-box Sequence Design and Beyond7.007.500.50
5, 10, 5, 8
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74 Omni-Dimensional Dynamic Convolution7.007.500.50
6, 6, 8, 8
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75 Generative Planning for Temporally Coordinated Exploration in Reinforcement Learning6.257.501.25
8, 8, 3, 6
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76 SOSP: Efficiently Capturing Global Correlations by Second-Order Structured Pruning6.257.501.25
5, 6, 8, 6
6, 8, 8, 8
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77 DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting7.507.500.00
8, 8, 8, 6
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78 Exploring the Limits of Large Scale Pre-training7.507.500.00
8, 8, 6, 8
8, 8, 6, 8
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79 Strength of Minibatch Noise in SGD7.507.500.00
8, 8, 8, 6
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80 PAC-Bayes Information Bottleneck7.507.500.00
6, 8, 10, 6
6, 8, 10, 6
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81 Policy improvement by planning with Gumbel6.257.501.25
6, 5, 6, 8
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82 Controlling Directions Orthogonal to a Classifier6.677.330.67
6, 8, 6
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83 Autoregressive Quantile Flows for Predictive Uncertainty Estimation7.007.330.33
5, 8, 8
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84 Learning Causal Relationships from Conditional Moment Restrictions by Importance Weighting6.677.330.67
6, 8, 6
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85 Distributional Decision Transformer for Hindsight Information Matching4.007.333.33
3, 5
8, 8, 6
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86 Contact Points Discovery for Soft-Body Manipulations with Differentiable Physics6.337.331.00
6, 8, 5
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87 Superclass-Conditional Gaussian Mixture Model For Learning Fine-Grained Embeddings6.677.330.67
6, 6, 8
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88 Compositional Training for End-to-End Deep AUC Maximization7.337.330.00
8, 8, 6
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89 Learning-Augmentedk-means Clustering6.007.331.33
6, 6, 6
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90 Boosting Randomized Smoothing with Variance Reduced Classifiers6.677.330.67
6, 8, 6
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91 Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver6.337.331.00
6, 5, 8
8, 6, 8
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92 IntSGD: Adaptive Floatless Compression of Stochastic Gradients6.677.330.67
6, 8, 6
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93 Transition to Linearity of Wide Neural Networks is an Emerging Property of Assembling Weak Models7.337.330.00
6, 8, 8
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94 On the approximation properties of recurrent encoder-decoder architectures7.007.330.33
8, 8, 5
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95 CoBERL: Contrastive BERT for Reinforcement Learning6.337.331.00
6, 5, 8
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96 8-bit Optimizers via Block-wise Quantization6.337.331.00
6, 8, 5
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97 On Predicting Generalization using GANs6.257.251.00
6, 5, 6, 8
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98 Self-supervised Learning is More Robust to Dataset Imbalance7.257.250.00
8, 5, 8, 8
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99 Learning Long-Term Reward Redistribution via Randomized Return Decomposition5.337.251.92
5, 5, 6
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100 How Do Vision Transformers Work?7.257.250.00
8, 5, 8, 8
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101 Learning Optimal Conformal Classifiers6.507.250.75
5, 8, 5, 8
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102 Escaping limit cycles: Global convergence for constrained nonconvex-nonconcave minimax problems7.257.250.00
8, 8, 5, 8
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103 Continual Learning with Recursive Gradient Optimization6.757.250.50
8, 5, 8, 6
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104 Evaluation Metrics for Graph Generative Models: Problems, Pitfalls, and Practical Solutions5.757.251.50
6, 6, 6, 5
8, 8, 8, 5
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105 POETREE: Interpretable Policy Learning with Adaptive Decision Trees5.257.252.00
6, 3, 6, 6
8, 5, 8, 8
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106 Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters5.507.251.75
5, 6, 3, 8
8, 8, 5, 8
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107 Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration6.007.201.20
6, 6, 5, 5, 8
8, 6, 6, 8, 8
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108 SGD Can Converge to Local Maxima6.607.200.60
8, 6, 8, 8, 3
8, 6, 8, 8, 6
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109 Responsible Disclosure of Generative Models Using Scalable Fingerprinting6.407.200.80
8, 8, 3, 8, 5
8, 8, 6, 8, 6
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110 Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions5.807.201.40
5, 6, 6, 6, 6
6, 8, 8, 8, 6
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111 Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling4.007.203.20
3, 3, 6, 5, 3
6, 6, 8, 8, 8
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112 Context-Aware Sparse Deep Coordination Graphs6.257.000.75
6, 5, 6, 8
8, 6, 6, 8
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113 Multi-Stage Episodic Control for Strategic Exploration in Text Games6.257.000.75
5, 8, 6, 6
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114 On Bridging Generic and Personalized Federated Learning for Image Classification5.677.001.33
6, 6, 5
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115 Convergent Boosted Smoothing for Modeling GraphData with Tabular Node Features7.007.000.00
6, 6, 8, 8
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116 Revisiting Over-smoothing in BERT from the Perspective of Graph6.757.000.25
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117 On the Uncomputability of Partition Functions in Energy-Based Sequence Models6.757.000.25
8, 6, 8, 5
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118 Analyzing and Improving the Optimization Landscape of Noise-Contrastive Estimation5.677.001.33
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119 Variational methods for simulation-based inference5.507.001.50
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120 Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning6.757.000.25
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121 Value Gradient weighted Model-Based Reinforcement Learning6.007.001.00
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122 Spanning Tree-based Graph Generation for Molecules5.757.001.25
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123 COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation5.507.001.50
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124 Equivariant Subgraph Aggregation Networks6.257.000.75
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125 Churn Reduction via Distillation7.007.000.00
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126 Improved deterministic l2 robustness on CIFAR-10 and CIFAR-1006.257.000.75
8, 3, 6, 8
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127 When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations5.507.001.50
5, 8, 3, 6
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128 EE-Net: Exploitation-Exploration Neural Networks in Contextual Bandits6.257.000.75
8, 6, 6, 5
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129 Scarf: Self-Supervised Contrastive Learning using Random Feature Corruption6.257.000.75
8, 6, 6, 5
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130 Message Passing Neural PDE Solvers6.257.000.75
8, 6, 3, 8
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131 The MultiBERTs: BERT Reproductions for Robustness Analysis7.337.00-0.33
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132 Compositional Attention: Disentangling Search and Retrieval5.677.001.33
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133 When should agents explore?7.007.000.00
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134 Contrastive Fine-grained Class Clustering via Generative Adversarial Networks6.257.000.75
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135 NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning5.337.001.67
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136 Geometric and Physical Quantities improve E(3) Equivariant Message Passing6.337.000.67
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137 GreaseLM: Graph REASoning Enhanced Language Models6.007.001.00
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138 D-CODE: Discovering Closed-form ODEs from Observed Trajectories6.507.000.50
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139 SO(2)-Equivariant Reinforcement Learning6.607.000.40
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140 On Lottery Tickets and Minimal Task Representations in Deep Reinforcement Learning7.007.000.00
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141 Long Expressive Memory for Sequence Modeling6.257.000.75
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142 DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization5.757.001.25
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143 Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series5.507.001.50
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144 Online Hyperparameter Meta-Learning with Hypergradient Distillation7.007.000.00
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145 Learning Hierarchical Structures with Differentiable Nondeterministic Stacks6.757.000.25
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146 NASPY: Automated Extraction of Automated Machine Learning Models7.007.000.00
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147 Equivariant Transformers for Neural Network based Molecular Potentials6.257.000.75
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148 Finite-Time Convergence and Sample Complexity of Multi-Agent Actor-Critic Reinforcement Learning with Average Reward5.606.801.20
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149 Revisiting Design Choices in Offline Model Based Reinforcement Learning5.406.801.40
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150 Learning Altruistic Behaviours in Reinforcement Learning without External Rewards6.006.800.80
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151 Adversarial Support Alignment6.006.750.75
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152 Amortized Tree Generation for Bottom-up Synthesis Planning and Synthesizable Molecular Design4.256.752.50
3, 8, 3, 3
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153 Dynamics-Aware Comparison of Learned Reward Functions6.006.750.75
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154 Implicit Bias of Projected Subgradient Method Gives Provable Robust Recovery of Subspaces of Unknown Codimension6.756.750.00
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155 Representation Learning for Online and Offline RL in Low-rank MDPs5.506.751.25
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156 Leveraging Automated Unit Tests for Unsupervised Code Translation6.756.750.00
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157 Properties from mechanisms: an equivariance perspective on identifiable representation learning6.676.670.00
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158 Optimal Transport for Causal Discovery6.336.670.33
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159 Half-Inverse Gradients for Physical Deep Learning6.336.670.33
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160 Looking Back on Learned Experiences For Class/task Incremental Learning5.676.671.00
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161 Learning meta-features for AutoML5.006.601.60
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162 On the relation between statistical learning and perceptual distances5.506.501.00
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163 Tighter Sparse Approximation Bounds for ReLU Neural Networks6.506.500.00
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164 ViTGAN: Training GANs with Vision Transformers5.406.401.00
5, 5, 5, 6, 6
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165 Learning Pruning-Friendly Networks via Frank-Wolfe: One-Shot, Any-Sparsity, And No Retraining6.006.250.25
5, 6, 8, 5
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166 Multitask Prompted Training Enables Zero-Shot Task Generalization6.256.250.00
8, 3, 6, 8
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167 Increasing the Cost of Model Extraction with Calibrated Proof of Work5.756.250.50
6, 3, 6, 8
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168 Memorizing Transformers5.756.250.50
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169 Lossless Compression with Probabilistic Circuits5.506.250.75
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170 Linking Emergent and Natural Languages via Corpus Transfer6.256.250.00
8, 6, 8, 3
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171 TRGP: Trust Region Gradient Projection for Continual Learning6.006.250.25
3, 5, 8, 8
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172 Relational Multi-Task Learning: Modeling Relations between Data and Tasks6.256.250.00
8, 6, 6, 5
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173 Understanding and Preventing Capacity Loss in Reinforcement Learning5.506.250.75
3, 5, 6, 8
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174 Learning Multimodal VAEs through Mutual Supervision6.006.250.25
6, 8, 5, 5
6, 8, 5, 6
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175 Towards Understanding the Data Dependency of Mixup-style Training5.675.670.00
6, 8, 3
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176 R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning5.675.670.00
6, 6, 5
6, 6, 5
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