| Prototypical Networks for Few-shot Learning | Mar 15, 2017 | Category-Agnostic Pose EstimationFew-Shot Image Classification | CodeCode Available | 2 |
| AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification | Jun 26, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| PolyPose: Localizing Deformable Anatomy in 3D from Sparse 2D X-ray Images using Polyrigid Transforms | May 25, 2025 | AnatomyHyperparameter Optimization | CodeCode Available | 1 |
| Stronger ViTs With Octic Equivariance | May 21, 2025 | Inductive BiasSelf-Supervised Learning | CodeCode Available | 1 |
| VoteFlow: Enforcing Local Rigidity in Self-Supervised Scene Flow | Mar 28, 2025 | Autonomous DrivingComputational Efficiency | CodeCode Available | 1 |
| Wyckoff Transformer: Generation of Symmetric Crystals | Mar 4, 2025 | Inductive BiasProperty Prediction | CodeCode Available | 1 |
| Are Sparse Autoencoders Useful? A Case Study in Sparse Probing | Feb 23, 2025 | Inductive BiasLarge Language Model | CodeCode Available | 1 |
| LoR-VP: Low-Rank Visual Prompting for Efficient Vision Model Adaptation | Feb 2, 2025 | Inductive BiasVisual Prompting | CodeCode Available | 1 |
| Deep Random Features for Scalable Interpolation of Spatiotemporal Data | Dec 16, 2024 | Earth ObservationGaussian Processes | CodeCode Available | 1 |
| Training MLPs on Graphs without Supervision | Dec 5, 2024 | Fraud DetectionGraph Classification | CodeCode Available | 1 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | CodeCode Available | 1 |
| Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models | Nov 4, 2024 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Understanding Generalizability of Diffusion Models Requires Rethinking the Hidden Gaussian Structure | Oct 31, 2024 | Inductive BiasMemorization | CodeCode Available | 1 |
| Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling | Oct 8, 2024 | Inductive Bias | CodeCode Available | 1 |
| A Simple but Strong Baseline for Sounding Video Generation: Effective Adaptation of Audio and Video Diffusion Models for Joint Generation | Sep 26, 2024 | Inductive BiasVideo Generation | CodeCode Available | 1 |
| Spatially-Aware Diffusion Models with Cross-Attention for Global Field Reconstruction with Sparse Observations | Aug 30, 2024 | Inductive Bias | CodeCode Available | 1 |
| Unsupervised Composable Representations for Audio | Aug 19, 2024 | Audio Source Separationblind source separation | CodeCode Available | 1 |
| Distinguish Confusion in Legal Judgment Prediction via Revised Relation Knowledge | Aug 18, 2024 | ArticlesInductive Bias | CodeCode Available | 1 |
| VF-NeRF: Learning Neural Vector Fields for Indoor Scene Reconstruction | Aug 16, 2024 | Indoor Scene ReconstructionInductive Bias | CodeCode Available | 1 |
| MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation | Aug 11, 2024 | DenoisingImputation | CodeCode Available | 1 |
| Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets | Jul 28, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Dependency Transformer Grammars: Integrating Dependency Structures into Transformer Language Models | Jul 24, 2024 | ARCInductive Bias | CodeCode Available | 1 |
| The Art of Imitation: Learning Long-Horizon Manipulation Tasks from Few Demonstrations | Jul 18, 2024 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Hierarchical Separable Video Transformer for Snapshot Compressive Imaging | Jul 16, 2024 | Inductive BiasLong-range modeling | CodeCode Available | 1 |
| PartImageNet++ Dataset: Scaling up Part-based Models for Robust Recognition | Jul 15, 2024 | Adversarial RobustnessInductive Bias | CodeCode Available | 1 |
| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| Unlocking Continual Learning Abilities in Language Models | Jun 25, 2024 | Continual LearningInductive Bias | CodeCode Available | 1 |
| Probing the effects of broken symmetries in machine learning | Jun 25, 2024 | Inductive Bias | CodeCode Available | 1 |
| Composing Object Relations and Attributes for Image-Text Matching | Jun 17, 2024 | AttributeGraph Attention | CodeCode Available | 1 |
| Leveraging Locality to Boost Sample Efficiency in Robotic Manipulation | Jun 15, 2024 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Scale Equivariant Graph Metanetworks | Jun 15, 2024 | Inductive Bias | CodeCode Available | 1 |
| Deep Implicit Optimization enables Robust Learnable Features for Deformable Image Registration | Jun 11, 2024 | Image RegistrationInductive Bias | CodeCode Available | 1 |
| MLPs Learn In-Context on Regression and Classification Tasks | May 24, 2024 | In-Context LearningInductive Bias | CodeCode Available | 1 |
| E(n) Equivariant Topological Neural Networks | May 24, 2024 | Inductive BiasMolecular Property Prediction | CodeCode Available | 1 |
| Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains | May 13, 2024 | Inductive BiasRepresentation Learning | CodeCode Available | 1 |
| Forecasting with Hyper-Trees | May 13, 2024 | Inductive BiasTime Series | CodeCode Available | 1 |
| Spatiotemporal Implicit Neural Representation as a Generalized Traffic Data Learner | May 6, 2024 | Inductive Bias | CodeCode Available | 1 |
| No One-Size-Fits-All Neurons: Task-based Neurons for Artificial Neural Networks | May 3, 2024 | AllInductive Bias | CodeCode Available | 1 |
| HSViT: Horizontally Scalable Vision Transformer | Apr 8, 2024 | Inductive Bias | CodeCode Available | 1 |
| DeiT-LT Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets | Apr 3, 2024 | Image ClassificationInductive Bias | CodeCode Available | 1 |
| Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis | Mar 26, 2024 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI Reconstruction | Mar 23, 2024 | compressed sensingImage Generation | CodeCode Available | 1 |
| Few-shot Learner Parameterization by Diffusion Time-steps | Mar 5, 2024 | Few-Shot LearningInductive Bias | CodeCode Available | 1 |
| Scaling physics-informed hard constraints with mixture-of-experts | Feb 20, 2024 | Inductive BiasMixture-of-Experts | CodeCode Available | 1 |
| Locality-Sensitive Hashing-Based Efficient Point Transformer with Applications in High-Energy Physics | Feb 19, 2024 | Inductive Bias | CodeCode Available | 1 |
| FViT: A Focal Vision Transformer with Gabor Filter | Feb 17, 2024 | Computational EfficiencyInductive Bias | CodeCode Available | 1 |
| SimMLP: Training MLPs on Graphs without Supervision | Feb 14, 2024 | Fraud DetectionGraph Classification | CodeCode Available | 1 |
| Confronting Reward Overoptimization for Diffusion Models: A Perspective of Inductive and Primacy Biases | Feb 13, 2024 | DenoisingInductive Bias | CodeCode Available | 1 |
| HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs | Feb 11, 2024 | Inductive BiasLanguage Modeling | CodeCode Available | 1 |
| Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning | Feb 4, 2024 | Inductive Bias | CodeCode Available | 1 |