| Topology-Informed Graph Transformer | Feb 3, 2024 | Graph ClassificationGraph Regression | CodeCode Available | 1 |
| Convolutional Initialization for Data-Efficient Vision Transformers | Jan 23, 2024 | Inductive Bias | CodeCode Available | 1 |
| Exploring Diffusion Time-steps for Unsupervised Representation Learning | Jan 21, 2024 | Attributecounterfactual | CodeCode Available | 1 |
| Boosting Image Quality Assessment through Efficient Transformer Adaptation with Local Feature Enhancement | Jan 1, 2024 | Image Quality AssessmentInductive Bias | CodeCode Available | 1 |
| Transformer-based No-Reference Image Quality Assessment via Supervised Contrastive Learning | Dec 12, 2023 | Contrastive LearningImage Quality Assessment | CodeCode Available | 1 |
| TimeDRL: Disentangled Representation Learning for Multivariate Time-Series | Dec 7, 2023 | Inductive BiasRepresentation Learning | CodeCode Available | 1 |
| Energy-based Potential Games for Joint Motion Forecasting and Control | Dec 4, 2023 | Inductive BiasMotion Forecasting | CodeCode Available | 1 |
| ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation | Dec 4, 2023 | ImputationInductive Bias | CodeCode Available | 1 |
| MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation | Dec 4, 2023 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Recurrent Distance Filtering for Graph Representation Learning | Dec 3, 2023 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 |
| Language Embedded 3D Gaussians for Open-Vocabulary Scene Understanding | Nov 30, 2023 | GPUInductive Bias | CodeCode Available | 1 |
| LPFormer: An Adaptive Graph Transformer for Link Prediction | Oct 17, 2023 | Inductive BiasLink Prediction | CodeCode Available | 1 |
| GENOT: Entropic (Gromov) Wasserstein Flow Matching with Applications to Single-Cell Genomics | Oct 13, 2023 | Inductive Bias | CodeCode Available | 1 |
| TANGO: Time-Reversal Latent GraphODE for Multi-Agent Dynamical Systems | Oct 10, 2023 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention | Oct 10, 2023 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| How Graph Neural Networks Learn: Lessons from Training Dynamics | Oct 8, 2023 | Inductive Bias | CodeCode Available | 1 |
| xVal: A Continuous Numerical Tokenization for Scientific Language Models | Oct 4, 2023 | Computational EfficiencyInductive Bias | CodeCode Available | 1 |
| Iterative Superquadric Recomposition of 3D Objects from Multiple Views | Sep 5, 2023 | Inductive BiasObject | CodeCode Available | 1 |
| The Local Learning Coefficient: A Singularity-Aware Complexity Measure | Aug 23, 2023 | Inductive BiasLearning Theory | CodeCode Available | 1 |
| E(3)-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning | Aug 23, 2023 | Inductive BiasMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion | Aug 2, 2023 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Fitting Auditory Filterbanks with Multiresolution Neural Networks | Jul 25, 2023 | Inductive BiasKnowledge Distillation | CodeCode Available | 1 |
| Optimizing PatchCore for Few/many-shot Anomaly Detection | Jul 20, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Cumulative Spatial Knowledge Distillation for Vision Transformers | Jul 17, 2023 | Inductive BiasKnowledge Distillation | CodeCode Available | 1 |
| WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution | Jul 1, 2023 | Efficient Neural NetworkImage Super-Resolution | CodeCode Available | 1 |
| Scaling MLPs: A Tale of Inductive Bias | Jun 23, 2023 | Computational EfficiencyGPU | CodeCode Available | 1 |
| ProtoGate: Prototype-based Neural Networks with Global-to-local Feature Selection for Tabular Biomedical Data | Jun 21, 2023 | feature selectionInductive Bias | CodeCode Available | 1 |
| FDNet: Focal Decomposed Network for Efficient, Robust and Practical Time Series Forecasting | Jun 19, 2023 | Inductive BiasTime Series | CodeCode Available | 1 |
| On the Efficacy of 3D Point Cloud Reinforcement Learning | Jun 11, 2023 | 3D Point Cloud Reinforcement LearningInductive Bias | CodeCode Available | 1 |
| 2-D SSM: A General Spatial Layer for Visual Transformers | Jun 11, 2023 | Inductive BiasPosition | CodeCode Available | 1 |
| On Robot Grasp Learning Using Equivariant Models | Jun 10, 2023 | Inductive Bias | CodeCode Available | 1 |
| Feature Programming for Multivariate Time Series Prediction | Jun 9, 2023 | Automated Feature EngineeringFeature Engineering | CodeCode Available | 1 |
| Lottery Tickets in Evolutionary Optimization: On Sparse Backpropagation-Free Trainability | May 31, 2023 | Inductive BiasLinear Mode Connectivity | CodeCode Available | 1 |
| Disentanglement via Latent Quantization | May 28, 2023 | DisentanglementInductive Bias | CodeCode Available | 1 |
| LowDINO -- A Low Parameter Self Supervised Learning Model | May 28, 2023 | Efficient Neural Networkimage-classification | CodeCode Available | 1 |
| Graph Inductive Biases in Transformers without Message Passing | May 27, 2023 | Graph ClassificationGraph Regression | CodeCode Available | 1 |
| Emergent Representations of Program Semantics in Language Models Trained on Programs | May 18, 2023 | Inductive BiasLanguage Modelling | CodeCode Available | 1 |
| MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation | May 15, 2023 | DecoderFlood extent forecasting | CodeCode Available | 1 |
| DRew: Dynamically Rewired Message Passing with Delay | May 13, 2023 | Graph ClassificationGraph Regression | CodeCode Available | 1 |
| Towards Capturing the Temporal Dynamics for Trajectory Prediction: a Coarse-to-Fine Approach | May 6, 2023 | Autonomous DrivingDecoder | CodeCode Available | 1 |
| Summarizing Multiple Documents with Conversational Structure for Meta-Review Generation | May 2, 2023 | Document SummarizationInductive Bias | CodeCode Available | 1 |
| Exploiting Inductive Bias in Transformer for Point Cloud Classification and Segmentation | Apr 27, 2023 | 3D Object Classification3D Part Segmentation | CodeCode Available | 1 |
| Latent Traversals in Generative Models as Potential Flows | Apr 25, 2023 | DisentanglementInductive Bias | CodeCode Available | 1 |
| Sample-efficient Model-based Reinforcement Learning for Quantum Control | Apr 19, 2023 | Inductive BiasModel-based Reinforcement Learning | CodeCode Available | 1 |
| Slide-Transformer: Hierarchical Vision Transformer with Local Self-Attention | Apr 9, 2023 | feature selectionInductive Bias | CodeCode Available | 1 |
| Interpretable statistical representations of neural population dynamics and geometry | Apr 6, 2023 | BenchmarkingDecision Making | CodeCode Available | 1 |
| Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers | Apr 1, 2023 | Inductive BiasMathematical Problem-Solving | CodeCode Available | 1 |
| Multifactor Sequential Disentanglement via Structured Koopman Autoencoders | Mar 30, 2023 | DisentanglementInductive Bias | CodeCode Available | 1 |
| Filter-informed Spectral Graph Wavelet Networks for Multiscale Feature Extraction and Intelligent Fault Diagnosis | Mar 27, 2023 | DiagnosticFault Diagnosis | CodeCode Available | 1 |
| Supervised Masked Knowledge Distillation for Few-Shot Transformers | Mar 25, 2023 | Few-Shot LearningInductive Bias | CodeCode Available | 1 |