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| Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents | May 29, 2025 | Meta-Learning | CodeCode Available | 5 |
| TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second | Jul 5, 2022 | AutoMLBayesian Inference | CodeCode Available | 5 |
| Secrets of RLHF in Large Language Models Part II: Reward Modeling | Jan 11, 2024 | Contrastive LearningMeta-Learning | CodeCode Available | 5 |
| RecBole 2.0: Towards a More Up-to-Date Recommendation Library | Jun 15, 2022 | BenchmarkingData Augmentation | CodeCode Available | 4 |
| Discovered Policy Optimisation | Oct 11, 2022 | IngenuityMeta-Learning | CodeCode Available | 3 |
| ROLAND: Graph Learning Framework for Dynamic Graphs | Aug 15, 2022 | Graph LearningGraph Representation Learning | CodeCode Available | 3 |
| Adversarial Cheap Talk | Nov 20, 2022 | Meta-LearningReinforcement Learning (RL) | CodeCode Available | 3 |
| Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning | Jul 8, 2020 | AutoMLBIG-bench Machine Learning | CodeCode Available | 3 |
| JaxMARL: Multi-Agent RL Environments and Algorithms in JAX | Nov 16, 2023 | CPUGPU | CodeCode Available | 2 |
| Generalized Inner Loop Meta-Learning | Oct 3, 2019 | Meta-Learningreinforcement-learning | CodeCode Available | 2 |
| Frustratingly Simple Few-Shot Object Detection | Mar 16, 2020 | Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection | CodeCode Available | 2 |
| AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers | Nov 17, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 2 |
| Gödel Agent: A Self-Referential Agent Framework for Recursive Self-Improvement | Oct 6, 2024 | Mathematical ReasoningMeta-Learning | CodeCode Available | 2 |
| Global Convergence and Generalization Bound of Gradient-Based Meta-Learning with Deep Neural Nets | Jun 25, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 2 |
| Learning a Decision Tree Algorithm with Transformers | Feb 6, 2024 | Meta-Learning | CodeCode Available | 2 |
| Discovering Evolution Strategies via Meta-Black-Box Optimization | Nov 21, 2022 | continuous-controlContinuous Control | CodeCode Available | 2 |
| Decomposed Meta-Learning for Few-Shot Named Entity Recognition | Apr 12, 2022 | Entity TypingFew-shot NER | CodeCode Available | 2 |
| Deep Diffusion Image Prior for Efficient OOD Adaptation in 3D Inverse Problems | Jul 15, 2024 | 3D ReconstructionMeta-Learning | CodeCode Available | 2 |
| Do We Really Need Gold Samples for Sample Weighting Under Label Noise? | Apr 19, 2021 | Meta-Learning | CodeCode Available | 2 |
| Learning Deep Time-index Models for Time Series Forecasting | Jul 13, 2022 | Inductive BiasMeta-Learning | CodeCode Available | 2 |
| A Practitioner's Guide to Continual Multimodal Pretraining | Aug 26, 2024 | Continual LearningContinual Pretraining | CodeCode Available | 2 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 |
| Fine-Grained Prototypes Distillation for Few-Shot Object Detection | Jan 15, 2024 | Few-Shot Object DetectionMeta-Learning | CodeCode Available | 2 |
| A physics-informed and attention-based graph learning approach for regional electric vehicle charging demand prediction | Sep 11, 2023 | Graph LearningMeta-Learning | CodeCode Available | 2 |
