| Systematic Generalization in Language Models Scales with Information Entropy | May 19, 2025 | Systematic Generalization | —Unverified | 0 |
| Systematicity Emerges in Transformers when Abstract Grammatical Roles Guide Attention | Jul 1, 2022 | Inductive BiasSystematic Generalization | —Unverified | 0 |
| The Role of Learning Regime, Architecture and Dataset Structure on Systematic Generalization in Simple Neural Networks | Sep 29, 2021 | Systematic Generalization | —Unverified | 0 |
| Towards Conscious Service Robots | Jan 25, 2025 | Systematic Generalization | —Unverified | 0 |
| Unsupervised Discovery of Object-Centric Neural Fields | Feb 12, 2024 | ObjectObject Discovery | —Unverified | 0 |
| What makes Models Compositional? A Theoretical View: With Supplement | May 2, 2024 | Systematic Generalization | —Unverified | 0 |
| 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 |
| Systematic Visual Reasoning through Object-Centric Relational Abstraction | Jun 4, 2023 | ObjectSystematic Generalization | CodeCode Available | 0 |
| CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectives | Nov 29, 2024 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference | Mar 9, 2022 | Natural Language Inferencereinforcement-learning | CodeCode Available | 0 |
| Enabling Systematic Generalization in Abstract Spatial Reasoning through Meta-Learning for Compositionality | Apr 2, 2025 | Meta-LearningSpatial Reasoning | CodeCode Available | 0 |
| On a Built-in Conflict between Deep Learning and Systematic Generalization | Aug 24, 2022 | Deep LearningSystematic Generalization | CodeCode Available | 0 |
| On the generalization capacity of neural networks during generic multimodal reasoning | Jan 26, 2024 | Multimodal ReasoningSystematic Generalization | CodeCode Available | 0 |
| Capacity, Bandwidth, and Compositionality in Emergent Language Learning | Oct 24, 2019 | Open-Ended Question AnsweringSystematic Generalization | CodeCode Available | 0 |
| On The Specialization of Neural Modules | Sep 23, 2024 | Systematic Generalization | CodeCode Available | 0 |
| ORCHARD: A Benchmark For Measuring Systematic Generalization of Multi-Hierarchical Reasoning | Nov 28, 2021 | DiagnosticListOps | CodeCode Available | 0 |
| Attention-based Iterative Decomposition for Tensor Product Representation | Jun 3, 2024 | Systematic Generalization | CodeCode Available | 0 |
| Distinguishing rule- and exemplar-based generalization in learning systems | Oct 8, 2021 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 0 |
| A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement Learning | Jun 18, 2024 | Reinforcement Learning (RL)Systematic Generalization | CodeCode Available | 0 |
| Discrete Dictionary-based Decomposition Layer for Structured Representation Learning | Jun 11, 2024 | Representation LearningSystematic Generalization | CodeCode Available | 0 |
| D3: Data Diversity Design for Systematic Generalization in Visual Question Answering | Sep 15, 2023 | DiversityQuestion Answering | CodeCode Available | 0 |
| A Hybrid System for Systematic Generalization in Simple Arithmetic Problems | Jun 29, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Slot Abstractors: Toward Scalable Abstract Visual Reasoning | Mar 6, 2024 | ObjectSystematic Generalization | CodeCode Available | 0 |
| What makes a language easy to deep-learn? Deep neural networks and humans similarly benefit from compositional structure | Feb 23, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Compositional Program Generation for Few-Shot Systematic Generalization | Sep 28, 2023 | Systematic Generalization | CodeCode Available | 0 |