| LIMO: Less is More for Reasoning | Feb 5, 2025 | MathMathematical Reasoning | CodeCode Available | 5 | 5 |
| LORE: Lagrangian-Optimized Robust Embeddings for Visual Encoders | May 24, 2025 | Adversarial RobustnessOut-of-Distribution Generalization | CodeCode Available | 4 | 5 |
| Deep Residual Learning for Image Recognition | Dec 10, 2015 | Classification | CodeCode Available | 4 | 5 |
| MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts | May 2, 2024 | Combinatorial OptimizationMixture-of-Experts | CodeCode Available | 3 | 5 |
| AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation | Jul 5, 2024 | Action RecognitionFew-Shot Image Classification | CodeCode Available | 2 | 5 |
| Learning Transferable Visual Models From Natural Language Supervision | Feb 26, 2021 | Action RecognitionBenchmarking | CodeCode Available | 2 | 5 |
| UnIVAL: Unified Model for Image, Video, Audio and Language Tasks | Jul 30, 2023 | Out-of-Distribution Generalization | CodeCode Available | 2 | 5 |
| Big Transfer (BiT): General Visual Representation Learning | Dec 24, 2019 | Few-Shot LearningFine-Grained Image Classification | CodeCode Available | 2 | 5 |
| Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time | Mar 10, 2022 | Domain Generalization | CodeCode Available | 2 | 5 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | Jun 14, 2022 | Decision MakingNews Classification | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs | Feb 11, 2022 | Drug DiscoveryGraph Learning | CodeCode Available | 2 | 5 |
| A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation | Feb 6, 2024 | Out-of-Distribution GeneralizationPrompt Learning | CodeCode Available | 2 | 5 |
| Adapting to Distribution Shift by Visual Domain Prompt Generation | May 5, 2024 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 | 5 |
| A Brief Introduction to Causal Inference in Machine Learning | May 14, 2024 | Causal InferenceOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Collaboration! Towards Robust Neural Methods for Routing Problems | Oct 7, 2024 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks | Nov 1, 2023 | InformativenessOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Causal Transportability for Visual Recognition | Apr 26, 2022 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Class Is Invariant to Context and Vice Versa: On Learning Invariance for Out-Of-Distribution Generalization | Aug 6, 2022 | Out-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Context-Guided Diffusion for Out-of-Distribution Molecular and Protein Design | Jul 16, 2024 | Drug DiscoveryOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning | Jun 3, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs | Dec 31, 2023 | Image ClassificationKnowledge Graphs | CodeCode Available | 1 | 5 |
| Assessing the Generalization Capacity of Pre-trained Language Models through Japanese Adversarial Natural Language Inference | Nov 1, 2021 | Adversarial Natural Language InferenceNatural Language Inference | CodeCode Available | 1 | 5 |
| A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others | Dec 9, 2022 | Domain GeneralizationImage Classification | CodeCode Available | 1 | 5 |
| BQ-NCO: Bisimulation Quotienting for Efficient Neural Combinatorial Optimization | Jan 9, 2023 | Combinatorial OptimizationOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
