| Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges | Apr 24, 2024 | Drug DesignInductive Bias | CodeCode Available | 2 |
| Equivariant Ensembles and Regularization for Reinforcement Learning in Map-based Path Planning | Mar 19, 2024 | Inductive BiasReinforcement Learning (RL) | CodeCode Available | 2 |
| Neural Markov Random Field for Stereo Matching | Mar 17, 2024 | Domain GeneralizationInductive Bias | CodeCode Available | 2 |
| Time Series Diffusion in the Frequency Domain | Feb 8, 2024 | DenoisingInductive Bias | CodeCode Available | 2 |
| Forecast-MAE: Self-supervised Pre-training for Motion Forecasting with Masked Autoencoders | Aug 19, 2023 | Inductive BiasMotion Forecasting | CodeCode Available | 2 |
| Hidden Biases of End-to-End Driving Models | Jun 13, 2023 | Autonomous DrivingBench2Drive | CodeCode Available | 2 |
| DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting | Jun 3, 2023 | Computational EfficiencyInductive Bias | CodeCode Available | 2 |
| AdaPoinTr: Diverse Point Cloud Completion with Adaptive Geometry-Aware Transformers | Jan 11, 2023 | DenoisingInductive Bias | CodeCode Available | 2 |
| Model-Based Imitation Learning for Urban Driving | Oct 14, 2022 | 3D geometryAutonomous Driving | CodeCode Available | 2 |
| A Closer Look at Learned Optimization: Stability, Robustness, and Inductive Biases | Sep 22, 2022 | Inductive Bias | CodeCode Available | 2 |
| HiFuse: Hierarchical Multi-Scale Feature Fusion Network for Medical Image Classification | Sep 21, 2022 | Classificationimage-classification | CodeCode Available | 2 |
| Mega: Moving Average Equipped Gated Attention | Sep 21, 2022 | Image ClassificationInductive Bias | CodeCode Available | 2 |
| Is Attention All That NeRF Needs? | Jul 27, 2022 | AllGeneralizable Novel View Synthesis | CodeCode Available | 2 |
| Learning Deep Time-index Models for Time Series Forecasting | Jul 13, 2022 | Inductive BiasMeta-Learning | CodeCode Available | 2 |
| DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer | Jul 10, 2022 | FormInductive Bias | CodeCode Available | 2 |
| Global Context Vision Transformers | Jun 20, 2022 | image-classificationImage Classification | CodeCode Available | 2 |
| Masked Autoencoders As Spatiotemporal Learners | May 18, 2022 | Inductive BiasRepresentation Learning | CodeCode Available | 2 |
| A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark | Feb 28, 2022 | Image SegmentationInductive Bias | CodeCode Available | 2 |
| ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond | Feb 21, 2022 | Image ClassificationInductive Bias | CodeCode Available | 2 |
| TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images | Jan 30, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 2 |
| Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation | Aug 27, 2021 | Inductive BiasPlaying the Game of 2048 | CodeCode Available | 2 |
| Video Swin Transformer | Jun 24, 2021 | Action ClassificationAction Recognition | CodeCode Available | 2 |
| Differentiable Convex Optimization Layers | Oct 28, 2019 | Inductive Bias | CodeCode Available | 2 |
| Multi-Task Learning as Multi-Objective Optimization | Oct 10, 2018 | Depth EstimationGeneral Classification | CodeCode Available | 2 |
| Discrete Event, Continuous Time RNNs | Oct 11, 2017 | Inductive BiasRetrieval | CodeCode Available | 2 |