| NeRF-GAN Distillation for Efficient 3D-Aware Generation with Convolutions | Mar 22, 2023 | Image GenerationInductive Bias | CodeCode Available | 1 |
| Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and Model Lineage Analysis | Mar 19, 2023 | Inductive BiasSynthetic Image Detection | CodeCode Available | 1 |
| Physics-driven machine learning models coupling PyTorch and Firedrake | Mar 13, 2023 | Inductive Bias | CodeCode Available | 1 |
| Ewald-based Long-Range Message Passing for Molecular Graphs | Mar 8, 2023 | Inductive Bias | CodeCode Available | 1 |
| Permutation Equivariant Neural Functionals | Feb 27, 2023 | Inductive Bias | CodeCode Available | 1 |
| On discrete symmetries of robotics systems: A group-theoretic and data-driven analysis | Feb 21, 2023 | Contact DetectionData Augmentation | CodeCode Available | 1 |
| Graph Neural Network-Inspired Kernels for Gaussian Processes in Semi-Supervised Learning | Feb 12, 2023 | Gaussian ProcessesGraph Neural Network | CodeCode Available | 1 |
| Graph Generation with Diffusion Mixture | Feb 7, 2023 | 3D Molecule GenerationGraph Generation | CodeCode Available | 1 |
| On Over-Squashing in Message Passing Neural Networks: The Impact of Width, Depth, and Topology | Feb 6, 2023 | Inductive Bias | CodeCode Available | 1 |
| Learning to Optimize for Reinforcement Learning | Feb 3, 2023 | Inductive BiasMeta-Learning | CodeCode Available | 1 |
| Generative Adversarial Symmetry Discovery | Feb 1, 2023 | Inductive BiasTrajectory Prediction | CodeCode Available | 1 |
| Robust Transformer with Locality Inductive Bias and Feature Normalization | Jan 27, 2023 | Inductive BiasTraffic Sign Recognition | CodeCode Available | 1 |
| RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving | Jan 24, 2023 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 1 |
| Correlation Loss: Enforcing Correlation between Classification and Localization | Jan 3, 2023 | ClassificationInductive Bias | CodeCode Available | 1 |
| PointClustering: Unsupervised Point Cloud Pre-Training Using Transformation Invariance in Clustering | Jan 1, 2023 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Masked autoencoders are effective solution to transformer data-hungry | Dec 12, 2022 | Contrastive LearningInductive Bias | CodeCode Available | 1 |
| Vision Transformer with Attentive Pooling for Robust Facial Expression Recognition | Dec 11, 2022 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 1 |
| Compositional Learning of Dynamical System Models Using Port-Hamiltonian Neural Networks | Dec 1, 2022 | Inductive Bias | CodeCode Available | 1 |
| Cross Aggregation Transformer for Image Restoration | Nov 24, 2022 | Image RestorationInductive Bias | CodeCode Available | 1 |
| Hierarchical Phrase-based Sequence-to-Sequence Learning | Nov 15, 2022 | Inductive BiasMachine Translation | CodeCode Available | 1 |
| Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach | Oct 23, 2022 | FairnessInductive Bias | CodeCode Available | 1 |
| Contrastive Prototypical Network with Wasserstein Confidence Penalty | Oct 21, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
| Learning Robust Dynamics through Variational Sparse Gating | Oct 21, 2022 | Inductive Bias | CodeCode Available | 1 |
| Revisiting Heterophily For Graph Neural Networks | Oct 14, 2022 | Inductive BiasNode Classification | CodeCode Available | 1 |
| Frame Mining: a Free Lunch for Learning Robotic Manipulation from 3D Point Clouds | Oct 14, 2022 | 3D Point Cloud Reinforcement LearningImitation Learning | CodeCode Available | 1 |
| Bridging the Gap Between Vision Transformers and Convolutional Neural Networks on Small Datasets | Oct 12, 2022 | Inductive Bias | CodeCode Available | 1 |
| Images as Weight Matrices: Sequential Image Generation Through Synaptic Learning Rules | Oct 7, 2022 | DenoisingImage Generation | CodeCode Available | 1 |
| SimPer: Simple Self-Supervised Learning of Periodic Targets | Oct 6, 2022 | Inductive BiasSelf-Supervised Learning | CodeCode Available | 1 |
| Predictive Inference with Feature Conformal Prediction | Oct 1, 2022 | Conformal PredictionImage Segmentation | CodeCode Available | 1 |
| Dual Progressive Transformations for Weakly Supervised Semantic Segmentation | Sep 30, 2022 | Inductive BiasObject | CodeCode Available | 1 |
| DMAP: a Distributed Morphological Attention Policy for Learning to Locomote with a Changing Body | Sep 28, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Distribution inference risks: Identifying and mitigating sources of leakage | Sep 18, 2022 | Inductive Bias | CodeCode Available | 1 |
| A Light Recipe to Train Robust Vision Transformers | Sep 15, 2022 | Adversarial RobustnessData Augmentation | CodeCode Available | 1 |
| Towards Accurate Binary Neural Networks via Modeling Contextual Dependencies | Sep 3, 2022 | BinarizationInductive Bias | CodeCode Available | 1 |
| Pix4Point: Image Pretrained Standard Transformers for 3D Point Cloud Understanding | Aug 25, 2022 | 3D Point Cloud ClassificationInductive Bias | CodeCode Available | 1 |
| Position-aware Structure Learning for Graph Topology-imbalance by Relieving Under-reaching and Over-squashing | Aug 17, 2022 | Graph LearningGraph structure learning | CodeCode Available | 1 |
| Semi-supervised Vision Transformers at Scale | Aug 11, 2022 | Inductive BiasSemi-Supervised Image Classification | CodeCode Available | 1 |
| Equivariance and Invariance Inductive Bias for Learning from Insufficient Data | Jul 25, 2022 | Inductive Bias | CodeCode Available | 1 |
| Hierarchical Kickstarting for Skill Transfer in Reinforcement Learning | Jul 23, 2022 | Inductive BiasNetHack | CodeCode Available | 1 |
| Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation | Jul 22, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Human Trajectory Prediction via Neural Social Physics | Jul 21, 2022 | Deep LearningInductive Bias | CodeCode Available | 1 |
| Progressive Deblurring of Diffusion Models for Coarse-to-Fine Image Synthesis | Jul 16, 2022 | DeblurringImage Generation | CodeCode Available | 1 |
| Convolutional Bypasses Are Better Vision Transformer Adapters | Jul 14, 2022 | Few-Shot LearningInductive Bias | CodeCode Available | 1 |
| LightViT: Towards Light-Weight Convolution-Free Vision Transformers | Jul 12, 2022 | GPUimage-classification | CodeCode Available | 1 |
| Verifying the Union of Manifolds Hypothesis for Image Data | Jul 6, 2022 | Inductive Bias | CodeCode Available | 1 |
| Pure Transformers are Powerful Graph Learners | Jul 6, 2022 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Compressing Features for Learning with Noisy Labels | Jun 27, 2022 | Feature CompressionFeature Importance | CodeCode Available | 1 |
| Understanding convolution on graphs via energies | Jun 22, 2022 | Inductive BiasNode Classification | CodeCode Available | 1 |
| Polar Parametrization for Vision-based Surround-View 3D Detection | Jun 22, 2022 | Inductive BiasPosition | CodeCode Available | 1 |
| Generative Modelling With Inverse Heat Dissipation | Jun 21, 2022 | DisentanglementImage Generation | CodeCode Available | 1 |