| Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference | Feb 24, 2020 | | CodeCode Available | 1 |
| Single Image Super-Resolution via CNN Architectures and TV-TV Minimization | Jul 11, 2019 | Image Super-ResolutionSSIM | CodeCode Available | 1 |
| Improving Movement Predictions of Traffic Actors in Bird's-Eye View Models using GANs and Differentiable Trajectory Rasterization | Apr 14, 2020 | Autonomous VehiclesMotion Forecasting | CodeCode Available | 1 |
| Exploring the impact of low-rank adaptation on the performance, efficiency, and regularization of RLHF | Sep 16, 2023 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Applying Occam's Razor to Transformer-Based Dependency Parsing: What Works, What Doesn't, and What is Really Necessary | Oct 23, 2020 | Dependency ParsingPart-Of-Speech Tagging | CodeCode Available | 1 |
| Language as a Cognitive Tool to Imagine Goals in Curiosity-Driven Exploration | Feb 21, 2020 | Deep Reinforcement LearningLanguage Acquisition | CodeCode Available | 1 |
| NoisyTwins: Class-Consistent and Diverse Image Generation through StyleGANs | Apr 12, 2023 | Conditional Image GenerationDiversity | CodeCode Available | 1 |
| Investigating White-Box Attacks for On-Device Models | Feb 8, 2024 | | CodeCode Available | 1 |
| Visualizing MuZero Models | Feb 25, 2021 | Game of GoModel-based Reinforcement Learning | CodeCode Available | 1 |
| Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? | Dec 21, 2022 | Multi-class ClassificationNatural Language Inference | CodeCode Available | 1 |
| Machine-Learning-Based Diagnostics of EEG Pathology | Feb 11, 2020 | BIG-bench Machine LearningEEG | CodeCode Available | 1 |
| Utilizing BERT Intermediate Layers for Aspect Based Sentiment Analysis and Natural Language Inference | Feb 12, 2020 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation | Dec 13, 2020 | Data AugmentationImage Augmentation | CodeCode Available | 1 |
| Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning | Oct 18, 2021 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks | Sep 17, 2020 | Inductive BiasObject | CodeCode Available | 1 |
| Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals | Feb 11, 2021 | ClusteringObject | CodeCode Available | 1 |
| Incorporating Symmetry into Deep Dynamics Models for Improved Generalization | Feb 8, 2020 | | CodeCode Available | 1 |
| Interactive Segmentation Model for Placenta Segmentation from 3D Ultrasound images | Jul 10, 2024 | Interactive SegmentationPlacenta Segmentation | CodeCode Available | 1 |
| NOH-NMS: Improving Pedestrian Detection by Nearby Objects Hallucination | Jul 27, 2020 | HallucinationObject Detection | CodeCode Available | 1 |
| Unsupervised Learning for Intrinsic Image Decomposition from a Single Image | Nov 22, 2019 | Intrinsic Image Decomposition | CodeCode Available | 1 |
| Hierarchical Timbre-Painting and Articulation Generation | Aug 30, 2020 | Music Generation | CodeCode Available | 1 |
| The Factory Must Grow: Automation in Factorio | Feb 9, 2021 | Scheduling | CodeCode Available | 1 |
| Pretrained Transformers Improve Out-of-Distribution Robustness | Apr 13, 2020 | | CodeCode Available | 1 |
| Data Augmentation for Supervised Graph Outlier Detection via Latent Diffusion Models | Dec 29, 2023 | Data AugmentationDenoising | CodeCode Available | 1 |
| CompilerGym: Robust, Performant Compiler Optimization Environments for AI Research | Sep 17, 2021 | Compiler OptimizationOpenAI Gym | CodeCode Available | 1 |
| Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection | Apr 4, 2020 | ClassificationDecision Making | CodeCode Available | 1 |
| Meta-Learning with Differentiable Convex Optimization | Apr 7, 2019 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| LCS: Learning Compressible Subspaces for Adaptive Network Compression at Inference Time | Oct 8, 2021 | Quantization | CodeCode Available | 1 |
| SinGAN-Seg: Synthetic training data generation for medical image segmentation | Jun 29, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Jointly Optimizing Query Encoder and Product Quantization to Improve Retrieval Performance | Aug 2, 2021 | CPUGPU | CodeCode Available | 1 |
| GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial Networks | Jan 25, 2021 | Image GenerationText Generation | CodeCode Available | 1 |
| Deep learning in magnetic resonance prostate segmentation: A review and a new perspective | Nov 16, 2020 | Medical DiagnosisMedical Image Segmentation | CodeCode Available | 1 |
| Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection | May 18, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Teaching Humans When To Defer to a Classifier via Exemplars | Nov 22, 2021 | Multi-hop Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Small-floating Target Detection in Sea Clutter via Visual Feature Classifying in the Time-Doppler Spectra | Sep 9, 2020 | | CodeCode Available | 1 |
| Massively Multi-Cultural Knowledge Acquisition & LM Benchmarking | Feb 14, 2024 | BenchmarkingLanguage Modelling | CodeCode Available | 1 |
| A Top-Down Neural Architecture towards Text-Level Parsing of Discourse Rhetorical Structure | May 6, 2020 | DecoderDiscourse Parsing | CodeCode Available | 1 |
| AdaFit: Rethinking Learning-based Normal Estimation on Point Clouds | Aug 12, 2021 | Surface Normals Estimation | CodeCode Available | 1 |
| MoFlow: An Invertible Flow Model for Generating Molecular Graphs | Jun 17, 2020 | Drug DiscoveryGraph Generation | CodeCode Available | 1 |
| Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks | May 30, 2018 | | CodeCode Available | 1 |
| Learning Light-Weight Translation Models from Deep Transformer | Dec 27, 2020 | Knowledge DistillationMachine Translation | CodeCode Available | 1 |
| Motion Planning Transformers: A Motion Planning Framework for Mobile Robots | Jun 5, 2021 | Motion Planningvalid | CodeCode Available | 1 |
| Subgraph Neural Networks | Jun 18, 2020 | | CodeCode Available | 1 |
| Is segmentation uncertainty useful? | Mar 30, 2021 | Active LearningImage Segmentation | CodeCode Available | 1 |
| RefineMask: Towards High-Quality Instance Segmentation with Fine-Grained Features | Apr 17, 2021 | Instance SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Kosp2e: Korean Speech to English Translation Corpus | Jul 6, 2021 | speech-recognitionSpeech Recognition | CodeCode Available | 1 |
| Differential Privacy for Text Analytics via Natural Text Sanitization | Jun 2, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement Learning | Nov 1, 2020 | Multi-Task Learningreinforcement-learning | CodeCode Available | 1 |
| Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning | Feb 24, 2025 | Self-Supervised Learning | CodeCode Available | 1 |
| Rissanen Data Analysis: Examining Dataset Characteristics via Description Length | Mar 5, 2021 | | CodeCode Available | 1 |