Building Intelligent Agents with Neuro-Symbolic Concepts

arXiv:2505.06191 · cs.AI, cs.CL, cs.CV, cs.LG, cs.RO · Submitted 2025-05-09 · Read on arXiv

cs.AI, cs.CL, cs.CV, cs.LG, cs.RO

Submitted: 2025-05-09

Updated: 2026-09-26

Comments: Communications of the ACM

Journal ref: Communications of the ACM, Vol. 69, No. 2, pp. 69-79, February 2026

DOI: 10.1145/3715316

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Generalization — 19× in this paper · explained in 13 episodes
Compositional Generalization — 14× in this paper · explained in 4 episodes
Grounding — 12× in this paper · explained in 3 episodes
Continual Learning — 9× in this paper · explained in 2 episodes
Embeddings — 8× in this paper · explained in 2 episodes
Zero-Shot Transfer — 6× in this paper · explained in 3 episodes
Interpretability — 4× in this paper · explained in 15 episodes
Trace — 4× in this paper · explained in 2 episodes
Adam — 3× in this paper · explained in 2 episodes
Transfer Learning — 3× in this paper · explained in 10 episodes
Core — 2× in this paper · explained in 2 episodes
Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
Quantization — 2× in this paper · explained in 12 episodes
Visual Grounding — 2× in this paper · explained in 2 episodes
Abstraction — 1× in this paper · explained in 1 episode
Accuracy — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
Causal Reasoning — 1× in this paper · explained in 2 episodes
Cosine Similarity — 1× in this paper · explained in 3 episodes
Domain-Specific Language (DSL) — 1× in this paper · explained in 2 episodes
Downstream Tasks — 1× in this paper · explained in 2 episodes
Embodied AI — 1× in this paper · explained in 2 episodes
Entanglement — 1× in this paper · explained in 3 episodes
Latent Representation — 1× in this paper · explained in 2 episodes
Meta-learning — 1× in this paper · explained in 2 episodes
Reasoning Traces — 1× in this paper · explained in 3 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Robustness — 1× in this paper · explained in 5 episodes
Transferability — 1× in this paper · explained in 4 episodes
Vector Representations — 1× in this paper · explained in 2 episodes
Zero-Shot Generalization — 1× in this paper · explained in 5 episodes

Sources

Learning Differentiable Logic Programs for Abstract Visual Reasoning

Terminology

Sources

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