| Syntactic Inductive Biases for Deep Learning Methods | Jun 8, 2022 | Deep LearningInductive Bias | —Unverified | 0 |
| ObPose: Leveraging Pose for Object-Centric Scene Inference and Generation in 3D | Jun 7, 2022 | Inductive BiasNeRF | —Unverified | 0 |
| A Bird's-Eye Tutorial of Graph Attention Architectures | Jun 6, 2022 | Graph AttentionGraph Mining | —Unverified | 0 |
| Embrace the Gap: VAEs Perform Independent Mechanism Analysis | Jun 6, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Entangled Residual Mappings | Jun 2, 2022 | Inductive BiasRepresentation Learning | —Unverified | 0 |
| FETA: Fairness Enforced Verifying, Training, and Predicting Algorithms for Neural Networks | Jun 1, 2022 | Decision MakingFairness | —Unverified | 0 |
| A comparative study between vision transformers and CNNs in digital pathology | Jun 1, 2022 | Inductive Biaswhole slide images | —Unverified | 0 |
| Where are my Neighbors? Exploiting Patches Relations in Self-Supervised Vision Transformer | Jun 1, 2022 | Inductive BiasSelf-Supervised Learning | CodeCode Available | 1 |
| VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting | May 31, 2022 | Decision MakingInductive Bias | —Unverified | 0 |
| RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression | May 30, 2022 | Deep imbalanced regressionInductive Bias | CodeCode Available | 1 |
| Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning | May 30, 2022 | Decision MakingInductive Bias | CodeCode Available | 0 |
| Sampling-free Inference for Ab-Initio Potential Energy Surface Networks | May 30, 2022 | Inductive BiasNumerical Integration | CodeCode Available | 1 |
| ALMA: Hierarchical Learning for Composite Multi-Agent Tasks | May 27, 2022 | Decision MakingInductive Bias | CodeCode Available | 1 |
| ES-GNN: Generalizing Graph Neural Networks Beyond Homophily with Edge Splitting | May 27, 2022 | DenoisingInductive Bias | CodeCode Available | 0 |
| MissDAG: Causal Discovery in the Presence of Missing Data with Continuous Additive Noise Models | May 27, 2022 | Causal DiscoveryImputation | CodeCode Available | 0 |
| Towards Faithful and Consistent Explanations for Graph Neural Networks | May 27, 2022 | Inductive BiasNetwork Interpretation | —Unverified | 0 |
| Sparse Graph Learning from Spatiotemporal Time Series | May 26, 2022 | Graph LearningInductive Bias | CodeCode Available | 1 |
| Do we really need temporal convolutions in action segmentation? | May 26, 2022 | Action ClassificationAction Segmentation | CodeCode Available | 0 |
| Revealing the Dark Secrets of Masked Image Modeling | May 26, 2022 | Depth EstimationDiversity | CodeCode Available | 1 |
| Amortized Inference for Causal Structure Learning | May 25, 2022 | Causal DiscoveryInductive Bias | CodeCode Available | 1 |
| AO2-DETR: Arbitrary-Oriented Object Detection Transformer | May 25, 2022 | DecoderInductive Bias | CodeCode Available | 1 |
| Equivariant Mesh Attention Networks | May 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| Masked Autoencoders As Spatiotemporal Learners | May 18, 2022 | Inductive BiasRepresentation Learning | CodeCode Available | 2 |
| AdaMCT: Adaptive Mixture of CNN-Transformer for Sequential Recommendation | May 18, 2022 | Inductive BiasSequential Recommendation | CodeCode Available | 1 |
| Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers | May 17, 2022 | Inductive Bias | —Unverified | 0 |
| Dynamic Recognition of Speakers for Consent Management by Contrastive Embedding Replay | May 17, 2022 | Contrastive LearningInductive Bias | —Unverified | 0 |
| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| Volatility-inspired σ-LSTM cell | May 14, 2022 | EconometricsInductive Bias | —Unverified | 0 |
| A microstructure estimation Transformer inspired by sparse representation for diffusion MRI | May 13, 2022 | Diffusion MRIInductive Bias | CodeCode Available | 1 |
| Local Attention Graph-based Transformer for Multi-target Genetic Alteration Prediction | May 13, 2022 | Inductive BiasMultiple Instance Learning | CodeCode Available | 1 |
| Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs | May 12, 2022 | DecoderDisentanglement | CodeCode Available | 1 |
| Exploiting symmetry in variational quantum machine learning | May 12, 2022 | BIG-bench Machine LearningInductive Bias | —Unverified | 0 |
| Towards Robust Unsupervised Disentanglement of Sequential Data -- A Case Study Using Music Audio | May 12, 2022 | Data AugmentationDisentanglement | CodeCode Available | 1 |
| Scene Consistency Representation Learning for Video Scene Segmentation | May 11, 2022 | Data AugmentationInductive Bias | CodeCode Available | 1 |
| Disentangling A Single MR Modality | May 10, 2022 | AnatomyDisentanglement | —Unverified | 0 |
| A Structured Span Selector | May 8, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| REMuS-GNN: A Rotation-Equivariant Model for Simulating Continuum Dynamics | May 5, 2022 | Inductive Bias | —Unverified | 0 |
| Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation | May 5, 2022 | Domain GeneralizationImage Segmentation | —Unverified | 0 |
| Sequencer: Deep LSTM for Image Classification | May 4, 2022 | Domain Generalizationimage-classification | CodeCode Available | 5 |
| Fire Burns, Sword Cuts: Commonsense Inductive Bias for Exploration in Text-based Games | May 1, 2022 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 |
| One Wug, Two Wug+s Transformer Inflection Models Hallucinate Affixes | May 1, 2022 | Data AugmentationHallucination | —Unverified | 0 |
| A Theory of Natural Intelligence | Apr 22, 2022 | Inductive Bias | —Unverified | 0 |
| Learning Theory of Mind via Dynamic Traits Attribution | Apr 17, 2022 | Future predictionInductive Bias | —Unverified | 0 |
| Divide & Conquer Imitation Learning | Apr 15, 2022 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| Leveraging convergence behavior to balance conflicting tasks in multi-task learning | Apr 14, 2022 | Inductive BiasMulti-Task Learning | CodeCode Available | 1 |
| 3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical Volume | Apr 14, 2022 | Inductive BiasPrediction | —Unverified | 0 |
| Evolving Modular Soft Robots without Explicit Inter-Module Communication using Local Self-Attention | Apr 13, 2022 | Inductive Bias | CodeCode Available | 1 |
| Benchmarking Active Learning Strategies for Materials Optimization and Discovery | Apr 12, 2022 | Active LearningBenchmarking | —Unverified | 0 |
| Equivariance Discovery by Learned Parameter-Sharing | Apr 7, 2022 | Inductive BiasTranslation | CodeCode Available | 0 |
| Total Variation Optimization Layers for Computer Vision | Apr 7, 2022 | DenoisingEdge Detection | CodeCode Available | 1 |