| VIMA: General Robot Manipulation with Multimodal Prompts | Oct 6, 2022 | Imitation LearningLanguage Modelling | CodeCode Available | 2 |
| Case-Based or Rule-Based: How Do Transformers Do the Math? | Feb 27, 2024 | MathSystematic Generalization | CodeCode Available | 1 |
| Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts | May 31, 2023 | AllSystematic Generalization | CodeCode Available | 1 |
| Neural Compositional Rule Learning for Knowledge Graph Reasoning | Mar 7, 2023 | Knowledge Graph CompletionSystematic Generalization | CodeCode Available | 1 |
| Neural Systematic Binder | Nov 2, 2022 | DisentanglementObject | CodeCode Available | 1 |
| Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos | May 27, 2022 | DecoderObject | CodeCode Available | 1 |
| LAGr: Label Aligned Graphs for Better Systematic Generalization in Semantic Parsing | May 19, 2022 | Semantic ParsingSystematic Generalization | CodeCode Available | 1 |
| RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning | Apr 24, 2022 | Human-Object Interaction DetectionObject | CodeCode Available | 1 |
| Systematic Generalization with Edge Transformers | Dec 1, 2021 | Dependency ParsingNatural Language Understanding | CodeCode Available | 1 |
| Conditional Object-Centric Learning from Video | Nov 24, 2021 | 3D geometryInstance Segmentation | CodeCode Available | 1 |
| Illiterate DALL-E Learns to Compose | Oct 17, 2021 | DecoderImage Generation | CodeCode Available | 1 |
| LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing | Oct 14, 2021 | Semantic ParsingSystematic Generalization | CodeCode Available | 1 |
| The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization | Oct 14, 2021 | ListOpsSystematic Generalization | CodeCode Available | 1 |
| Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics | Sep 28, 2021 | Out-of-Distribution GeneralizationSystematic Generalization | CodeCode Available | 1 |
| Systematic Generalization on gSCAN: What is Nearly Solved and What is Next? | Sep 25, 2021 | Compositional Generalization (AVG)Systematic Generalization | CodeCode Available | 1 |
| The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers | Aug 26, 2021 | Systematic Generalization | CodeCode Available | 1 |
| Lexicon Learning for Few Shot Sequence Modeling | Aug 1, 2021 | Instruction FollowingMachine Translation | CodeCode Available | 1 |
| Generalization and Robustness Implications in Object-Centric Learning | Jul 1, 2021 | Inductive BiasObject | CodeCode Available | 1 |
| Lexicon Learning for Few-Shot Neural Sequence Modeling | Jun 7, 2021 | Instruction FollowingMachine Translation | CodeCode Available | 1 |
| Structured Reordering for Modeling Latent Alignments in Sequence Transduction | Jun 6, 2021 | Machine TranslationSemantic Parsing | CodeCode Available | 1 |
| Modelling the development of counting with memory-augmented neural networks | May 21, 2021 | Systematic Generalization | CodeCode Available | 1 |
| The role of Disentanglement in Generalisation | Jan 1, 2021 | DisentanglementOut-of-Distribution Generalization | CodeCode Available | 1 |
| Learning from Task Descriptions | Nov 16, 2020 | Systematic Generalization | CodeCode Available | 1 |
| Prioritized Level Replay | Oct 8, 2020 | Deep Reinforcement LearningSystematic Generalization | CodeCode Available | 1 |
| CURI: A Benchmark for Productive Concept Learning Under Uncertainty | Oct 6, 2020 | Meta-LearningSystematic Generalization | CodeCode Available | 1 |
