| LIMO: Less is More for Reasoning | Feb 5, 2025 | MathMathematical Reasoning | CodeCode Available | 5 |
| LORE: Lagrangian-Optimized Robust Embeddings for Visual Encoders | May 24, 2025 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 4 |
| Deep Residual Learning for Image Recognition | Dec 10, 2015 | Classification | CodeCode Available | 4 |
| MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts | May 2, 2024 | Combinatorial OptimizationMixture-of-Experts | CodeCode Available | 3 |
| A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation | Oct 25, 2024 | Graph LearningOut-of-Distribution Generalization | CodeCode Available | 2 |
| AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation | Jul 5, 2024 | Action RecognitionFew-Shot Image Classification | CodeCode Available | 2 |
| A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation | Feb 6, 2024 | Out-of-Distribution GeneralizationPrompt Learning | CodeCode Available | 2 |
| UnIVAL: Unified Model for Image, Video, Audio and Language Tasks | Jul 30, 2023 | Out-of-Distribution Generalization | CodeCode Available | 2 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | Jun 14, 2022 | Decision MakingNews Classification | CodeCode Available | 2 |
| Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time | Mar 10, 2022 | Domain Generalization | CodeCode Available | 2 |
| Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs | Feb 11, 2022 | Drug DiscoveryGraph Learning | CodeCode Available | 2 |
| Learning Transferable Visual Models From Natural Language Supervision | Feb 26, 2021 | Action RecognitionBenchmarking | CodeCode Available | 2 |
| Big Transfer (BiT): General Visual Representation Learning | Dec 24, 2019 | Few-Shot LearningFine-Grained Image Classification | CodeCode Available | 2 |
| The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants | May 26, 2025 | ClusteringOut-of-Distribution Generalization | CodeCode Available | 1 |
| From Local Details to Global Context: Advancing Vision-Language Models with Attention-Based Selection | May 19, 2025 | feature selectionOut-of-Distribution Generalization | CodeCode Available | 1 |
| Generalizable deep learning for photoplethysmography-based blood pressure estimation -- A Benchmarking Study | Feb 26, 2025 | BenchmarkingBlood pressure estimation | CodeCode Available | 1 |
| Beyond Message Passing: Neural Graph Pattern Machine | Jan 30, 2025 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights | Jan 7, 2025 | Neural Architecture SearchOut-of-Distribution Generalization | CodeCode Available | 1 |
| FM2S: Towards Spatially-Correlated Noise Modeling in Zero-Shot Fluorescence Microscopy Image Denoising | Dec 13, 2024 | Computational EfficiencyData Augmentation | CodeCode Available | 1 |
| EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography | Oct 31, 2024 | BenchmarkingElectromyography (EMG) | CodeCode Available | 1 |
| LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging | Oct 22, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Looking Inward: Language Models Can Learn About Themselves by Introspection | Oct 17, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Rejecting Hallucinated State Targets during Planning | Oct 9, 2024 | Decision MakingOut-of-Distribution Generalization | CodeCode Available | 1 |
| Collaboration! Towards Robust Neural Methods for Routing Problems | Oct 7, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 |
| Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment | Oct 3, 2024 | Image Quality AssessmentOut-of-Distribution Generalization | CodeCode Available | 1 |
