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Systematic Generalization

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Showing 51–100 of 126 papers

TitleStatusHype
Identifiable Object-Centric Representation Learning via Probabilistic Slot AttentionCode0
Attention-based Iterative Decomposition for Tensor Product RepresentationCode0
Mixture of Latent Experts Using Tensor ProductsCode0
What makes Models Compositional? A Theoretical View: With Supplement—0
Learning to Compose: Improving Object Centric Learning by Injecting CompositionalityCode0
Composing Pre-Trained Object-Centric Representations for Robotics From "What" and "Where" Foundation Models—0
Slot Abstractors: Toward Scalable Abstract Visual ReasoningCode0
Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies—0
A Neural Rewriting System to Solve Algorithmic Problems—0
Unsupervised Discovery of Object-Centric Neural Fields—0
On the generalization capacity of neural networks during generic multimodal reasoningCode0
Interpretability Illusions in the Generalization of Simplified Models—0
Generating Interpretable Networks using Hypernetworks—0
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models—0
SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by SimulationCode0
Compositional Program Generation for Few-Shot Systematic GeneralizationCode0
D3: Data Diversity Design for Systematic Generalization in Visual Question AnsweringCode0
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models—0
A Hybrid System for Systematic Generalization in Simple Arithmetic ProblemsCode0
Learning to Substitute Spans towards Improving Compositional GeneralizationCode0
Systematic Visual Reasoning through Object-Centric Relational AbstractionCode0
Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality—0
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models—0
HICO-DET-SG and V-COCO-SG: New Data Splits for Evaluating the Systematic Generalization Performance of Human-Object Interaction Detection ModelsCode0
On the Generalization of Learned Structured Representations—0
What makes a language easy to deep-learn? Deep neural networks and humans similarly benefit from compositional structureCode0
An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning—0
Mutual Exclusivity Training and Primitive Augmentation to Induce CompositionalityCode0
A Short Survey of Systematic Generalization—0
Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers—0
Neural-Symbolic Recursive Machine for Systematic Generalization—0
Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic ApproachCode0
Systematic Generalization and Emergent Structures in Transformers Trained on Structured Tasks—0
On a Built-in Conflict between Deep Learning and Systematic GeneralizationCode0
Meta-Referential Games to Learn Compositional Learning BehavioursCode0
Systematicity Emerges in Transformers when Abstract Grammatical Roles Guide Attention—0
EBMs vs. CL: Exploring Self-Supervised Visual Pretraining for Visual Question Answering—0
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language InferenceCode0
Improving Systematic Generalization Through Modularity and AugmentationCode0
Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization—0
Transformer Module Networks for Systematic Generalization in Visual Question AnsweringCode0
ORCHARD: A Benchmark For Measuring Systematic Generalization of Multi-Hierarchical ReasoningCode0
Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning—0
LAGr: Label Aligned Graphs for Better Systematic Generalization in Semantic Parsing—0
Challenges in Generalization in Open Domain Question Answering—0
Dynamic Inference with Neural Interpreters—0
Learning Adaptive Control Flow in Transformers for Improved Systematic Generalization—0
Distinguishing rule- and exemplar-based generalization in learning systemsCode0
Adaptive Control Flow in Transformers Improves Systematic Generalization—0
Illiterate DALLE Learns to Compose—0
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