| VIMA: General Robot Manipulation with Multimodal Prompts | Oct 6, 2022 | Imitation LearningLanguage Modelling | CodeCode Available | 2 | 5 |
| Measuring Systematic Generalization in Neural Proof Generation with Transformers | Sep 30, 2020 | Automated Theorem ProvingLogical Reasoning | CodeCode Available | 1 | 5 |
| Latent Compositional Representations Improve Systematic Generalization in Grounded Question Answering | Jul 1, 2020 | Inductive BiasQuestion Answering | CodeCode Available | 1 | 5 |
| The role of Disentanglement in Generalisation | Jan 1, 2021 | DisentanglementOut-of-Distribution Generalization | CodeCode Available | 1 | 5 |
| Structured Reordering for Modeling Latent Alignments in Sequence Transduction | Jun 6, 2021 | Machine TranslationSemantic Parsing | CodeCode Available | 1 | 5 |
| Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts | May 31, 2023 | AllSystematic Generalization | CodeCode Available | 1 | 5 |
| RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning | Apr 24, 2022 | Human-Object Interaction DetectionObject | CodeCode Available | 1 | 5 |
| Systematic Generalization on gSCAN: What is Nearly Solved and What is Next? | Sep 25, 2021 | Compositional Generalization (AVG)Systematic Generalization | CodeCode Available | 1 | 5 |
| The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization | Oct 14, 2021 | ListOpsSystematic Generalization | CodeCode Available | 1 | 5 |
| Lexicon Learning for Few Shot Sequence Modeling | Aug 1, 2021 | Instruction FollowingMachine Translation | CodeCode Available | 1 | 5 |
| The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers | Aug 26, 2021 | Systematic Generalization | CodeCode Available | 1 | 5 |
| Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks | Oct 5, 2020 | Systematic Generalization | CodeCode Available | 1 | 5 |
| LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing | Oct 14, 2021 | Semantic ParsingSystematic Generalization | CodeCode Available | 1 | 5 |
| Case-Based or Rule-Based: How Do Transformers Do the Math? | Feb 27, 2024 | MathSystematic Generalization | CodeCode Available | 1 | 5 |
| Systematic Generalization on gSCAN with Language Conditioned Embedding | Sep 11, 2020 | Systematic Generalization | CodeCode Available | 1 | 5 |
| Prioritized Level Replay | Oct 8, 2020 | Deep Reinforcement LearningSystematic Generalization | CodeCode Available | 1 | 5 |
| Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos | May 27, 2022 | DecoderObject | CodeCode Available | 1 | 5 |
| Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics | Sep 28, 2021 | Out-of-Distribution GeneralizationSystematic Generalization | CodeCode Available | 1 | 5 |
| Systematic Generalization with Edge Transformers | Dec 1, 2021 | Dependency ParsingNatural Language Understanding | CodeCode Available | 1 | 5 |
| The NetHack Learning Environment | Jun 24, 2020 | NetHackNetHack Score | CodeCode Available | 1 | 5 |
| CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text | Aug 16, 2019 | DiagnosticGraph Neural Network | CodeCode Available | 1 | 5 |
| Illiterate DALL-E Learns to Compose | Oct 17, 2021 | DecoderImage Generation | CodeCode Available | 1 | 5 |
| Lexicon Learning for Few-Shot Neural Sequence Modeling | Jun 7, 2021 | Instruction FollowingMachine Translation | CodeCode Available | 1 | 5 |
| Generalization and Robustness Implications in Object-Centric Learning | Jul 1, 2021 | Inductive BiasObject | CodeCode Available | 1 | 5 |
| Modelling the development of counting with memory-augmented neural networks | May 21, 2021 | Systematic Generalization | CodeCode Available | 1 | 5 |
| Learning from Task Descriptions | Nov 16, 2020 | Systematic Generalization | CodeCode Available | 1 | 5 |
| Neural Compositional Rule Learning for Knowledge Graph Reasoning | Mar 7, 2023 | Knowledge Graph CompletionSystematic Generalization | CodeCode Available | 1 | 5 |
| LAGr: Label Aligned Graphs for Better Systematic Generalization in Semantic Parsing | May 19, 2022 | Semantic ParsingSystematic Generalization | CodeCode Available | 1 | 5 |
| Neural Systematic Binder | Nov 2, 2022 | DisentanglementObject | CodeCode Available | 1 | 5 |
| Conditional Object-Centric Learning from Video | Nov 24, 2021 | 3D geometryInstance Segmentation | CodeCode Available | 1 | 5 |
| CURI: A Benchmark for Productive Concept Learning Under Uncertainty | Oct 6, 2020 | Meta-LearningSystematic Generalization | CodeCode Available | 1 | 5 |
| A Benchmark for Systematic Generalization in Grounded Language Understanding | Mar 11, 2020 | Systematic Generalization | CodeCode Available | 1 | 5 |
| Compositional Program Generation for Few-Shot Systematic Generalization | Sep 28, 2023 | Systematic Generalization | CodeCode Available | 0 | 5 |
| Compositional Networks Enable Systematic Generalization for Grounded Language Understanding | Aug 6, 2020 | Systematic Generalization | CodeCode Available | 0 | 5 |
| Multi-Object Representation Learning with Iterative Variational Inference | Mar 1, 2019 | ObjectRepresentation Learning | CodeCode Available | 0 | 5 |
| Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality | Nov 28, 2022 | Data AugmentationInductive Bias | CodeCode Available | 0 | 5 |
| Attention-based Iterative Decomposition for Tensor Product Representation | Jun 3, 2024 | Systematic Generalization | CodeCode Available | 0 | 5 |
| Compositional generalization in a deep seq2seq model by separating syntax and semantics | Apr 22, 2019 | Deep LearningMachine Translation | CodeCode Available | 0 | 5 |
| A Hybrid System for Systematic Generalization in Simple Arithmetic Problems | Jun 29, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Meta-Referential Games to Learn Compositional Learning Behaviours | Jul 16, 2022 | Meta-LearningSystematic Generalization | CodeCode Available | 0 | 5 |
| Mixture of Latent Experts Using Tensor Products | May 26, 2024 | Language ModellingMulti-Task Learning | CodeCode Available | 0 | 5 |
| Neural Natural Language Inference Models Partially Embed Theories of Lexical Entailment and Negation | Apr 30, 2020 | Lexical EntailmentNatural Language Inference | CodeCode Available | 0 | 5 |
| Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference | Mar 9, 2022 | Natural Language Inferencereinforcement-learning | CodeCode Available | 0 | 5 |
| How Modular Should Neural Module Networks Be for Systematic Generalization? | Jun 15, 2021 | Question AnsweringSystematic Generalization | CodeCode Available | 0 | 5 |
| HICO-DET-SG and V-COCO-SG: New Data Splits for Evaluating the Systematic Generalization Performance of Human-Object Interaction Detection Models | May 17, 2023 | Human-Object Interaction DetectionSystematic Generalization | CodeCode Available | 0 | 5 |
| Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic Approach | Oct 3, 2022 | Referring ExpressionRobot Manipulation | CodeCode Available | 0 | 5 |
| Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention | Jun 11, 2024 | ObjectRepresentation Learning | CodeCode Available | 0 | 5 |
| A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement Learning | Jun 18, 2024 | Reinforcement Learning (RL)Systematic Generalization | CodeCode Available | 0 | 5 |
| Learning to Substitute Spans towards Improving Compositional Generalization | Jun 5, 2023 | Data AugmentationInductive Bias | CodeCode Available | 0 | 5 |
| CLOSURE: Assessing Systematic Generalization of CLEVR Models | Dec 12, 2019 | Few-Shot LearningSystematic Generalization | CodeCode Available | 0 | 5 |
