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Neuro-Symbolic AI in 2024: A Systematic Review

9 January 2025

Papers citing "Neuro-Symbolic AI in 2024: A Systematic Review"

50 / 109 papers shown

Title
Multi-task GINN-LP for Multi-target Symbolic Regression Hussein Rajabu Lijun Qian Xishuang Dong 44 0 0 17 Nov 2025
Follow My Lead: Logical Fallacy Classification with Knowledge-Augmented LLMs Olivia Peiyu Wang Tashvi Bansal Ryan Bai Emily M. Chui Leilani H. Gilpin LRM 66 0 0 11 Oct 2025
PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech Detection Rakib Hossan Shubhashis Roy Dipta 45 0 0 10 Oct 2025
From Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening Ratna Kandala Akshata Kishore Moharir Divya Arvinda Nayak 53 0 0 10 Oct 2025
Towards Transparent AI: A Survey on Explainable Language Models Avash Palikhe Sribala Vidyadhari Chinta Zhipeng Yin Rui Guo Qiang Duan Jie Yang Wenbin Zhang 108 1 0 25 Sep 2025
Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities Safayat Bin Hakim M. Adil Alvaro Velasquez Shouhuai Xu Houbing Herbert Song AAML 100 1 0 08 Sep 2025
Towards Reliable Multi-Agent Systems for Marketing Applications via Reflection, Memory, and Planning Lorenzo Jaime Yu Flores Junyi Shen Xiaoyuan Gu 100 0 0 14 Aug 2025
HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs Adrian Kaiser Claudiu Leoveanu-Condrei Ryan Gold Marius-Constantin Dinu M. Hofmarcher 82 0 0 21 Jul 2025
Self-Organizing Language P. Myles Eugenio Anthony Beavers 49 0 0 29 Jun 2025
Evolutionary Developmental Biology Can Serve as the Conceptual Foundation for a New Design Paradigm in Artificial Intelligence Zeki Doruk Erden Boi Faltings 108 1 0 15 Jun 2025
On the Parallels Between Evolutionary Theory and the State of AI Zeki Doruk Erden Boi Faltings 145 2 0 13 May 2025
Hybrid Personalization Using Declarative and Procedural Memory Modules of the Cognitive Architecture ACT-RUser Modeling, Adaptation, and Personalization (UMAP), 2025 Kevin Innerebner Dominik Kowald Markus Schedl Elisabeth Lex 259 1 0 08 May 2025
Cognitive Silicon: An Architectural Blueprint for Post-Industrial Computing Systems Christoforus Yoga Haryanto Emily Lomempow 166 0 0 23 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 351 9 0 23 Apr 2025
Large Language Models in Bioinformatics: A SurveyAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Liang Luo Zikang Wang Jiyue Jiang Pengan Chen Xiangyu Shi Yu Li LM&MA AI4CE 264 7 0 06 Mar 2025
Towards Robust Legal Reasoning: Harnessing Logical LLMs in Law Manuj Kant Sareh Nabi Manav Kant Roland Scharrer Megan Ma Marzieh Nabi AILaw ELM 226 10 0 24 Feb 2025
Enhancing Multi-Domain Automatic Short Answer Grading through an Explainable Neuro-Symbolic Pipeline Felix Künnecke Anna Filighera Colin Leong Tim Steuer 179 2 0 04 Mar 2024
TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning Kate Sanders Nathaniel Weir Benjamin Van Durme LRM 159 13 0 29 Feb 2024
BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts Emanuele Marconato Samuele Bortolotti Emile van Krieken Antonio Vergari Baptiste Caramiaux Stefano Teso 267 27 0 19 Feb 2024
Zero-shot Sequential Neuro-symbolic Reasoning for Automatically Generating Architecture Schematic Designs Milin Kodnongbua Lawrence H. Curtis Adriana Schulz AI4CE 204 4 0 25 Jan 2024
Bridging Generative Networks with the Common Model of Cognition Robert L. West S. Eckler Brendan Conway-Smith Nico Turcas Eilene Tomkins-Flanagan Mary Alexandria Kelly 102 2 0 25 Jan 2024
Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning Charles Dickens Changyu Gao Connor Pryor Stephen J. Wright Lise Getoor 266 3 0 17 Jan 2024
Automating Knowledge Acquisition for Content-Centric Cognitive Agents Using LLMs Sanjay Oruganti S. Nirenburg Jesse English M. McShane LLMAG 112 4 0 27 Dec 2023
A Pseudo-Semantic Loss for Autoregressive Models with Logical Constraints Kareem Ahmed Kai-Wei Chang Karen Ullrich 315 15 0 06 Dec 2023
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 242 16 0 16 Nov 2023
GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEs Zhenfang Chen Rui Sun Wenjun Liu Yining Hong Chuang Gan LRM 246 21 0 08 Nov 2023
Towards a Unified Transformer-based Framework for Scene Graph Generation and Human-object Interaction DetectionIEEE Transactions on Image Processing (IEEE TIP), 2023 Tao He Lianli Gao Jingkuan Song Yuan-Fang Li ViT 207 14 0 03 Nov 2023
CRoW: Benchmarking Commonsense Reasoning in Real-World TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Mete Ismayilzada Debjit Paul Syrielle Montariol Mor Geva Antoine Bosselut LRM 176 7 0 23 Oct 2023
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic ProversConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 407 175 0 23 Oct 2023
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding Hanna Abi Akl 271 5 0 19 Oct 2023
Scalable Semantic Non-Markovian Simulation Proxy for Reinforcement LearningInternational Computer Science Conference (ICSC), 2023 Kaustuv Mukherji Devendra Parkar Lahari Pokala Dyuman Aditya Paulo Shakarian Clark Dorman 185 3 0 10 Oct 2023
Compositional Program Generation for Few-Shot Systematic Generalization Tim Klinger Luke Liu Soham Dan A. Rezaee Parikshit Ram Ali Movaghar NAI 167 4 0 28 Sep 2023
Event Prediction using Case-Based Reasoning over Knowledge GraphsThe Web Conference (WWW), 2023 Sola S. Shirai D. Bhattacharjya Oktie Hassanzadeh 147 8 0 21 Sep 2023
Exploiting Language Models as a Source of Knowledge for Cognitive Agents James R. Kirk Robert E. Wray John E. Laird ELM 128 16 0 05 Sep 2023
Deciphering Raw Data in Neuro-Symbolic Learning with Provable GuaranteesAAAI Conference on Artificial Intelligence (AAAI), 2023 Lue Tao Yu-Xuan Huang Wang-Zhou Dai Yuan Jiang 228 5 0 21 Aug 2023
Synergistic Integration of Large Language Models and Cognitive Architectures for Robust AI: An Exploratory Analysis Oscar J. Romero John Zimmerman Aaron Steinfeld A. Tomasic LLMAG LM&Ro 187 25 0 18 Aug 2023
Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc D. Lenat G. Marcus 102 36 0 31 Jul 2023
EV-Planner: Energy-Efficient Robot Navigation via Event-Based Physics-Guided Neuromorphic PlannerIEEE Robotics and Automation Letters (RA-L), 2023 Sourav Sanyal Rohan Kumar Manna Kaushik Roy 243 17 0 21 Jul 2023
Towards Safe Autonomous Driving Policies using a Neuro-Symbolic Deep Reinforcement Learning ApproachTransportation Research Record (TRR), 2023 Iman Sharifi M. Yildirim Saber Fallah 332 9 0 03 Jul 2023
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning ShortcutsNeural Information Processing Systems (NeurIPS), 2023 Emanuele Marconato Stefano Teso Antonio Vergari Baptiste Caramiaux 266 52 0 31 May 2023
NeuroComparatives: Neuro-Symbolic Distillation of Comparative Knowledge Phillip Howard Junlin Wang Vasudev Lal Gadi Singer Yejin Choi Swabha Swayamdipta 135 11 0 08 May 2023
A Neuro-Symbolic Approach for Enhanced Human Motion PredictionIEEE International Joint Conference on Neural Network (IJCNN), 2023 Sariah Mghames Luca Castri Marc Hanheide Nicola Bellotto 139 6 0 23 Apr 2023
Deep Explainable Relational Reinforcement Learning: A Neuro-Symbolic Approach Rishi Hazra Luc de Raedt NAI 239 14 0 17 Apr 2023
LASER: A Neuro-Symbolic Framework for Learning Spatial-Temporal Scene Graphs with Weak SupervisionInternational Conference on Learning Representations (ICLR), 2023 Jiani Huang Ziyang Li Mayur Naik Ser-Nam Lim 492 9 0 15 Apr 2023
Neuro-symbolic Rule Learning in Real-world Classification Tasks Kexin Gu Baugh Nuri Cingillioglu Alessandra Russo 108 6 0 29 Mar 2023
Knowledge Enhanced Graph Neural Networks for Graph CompletionInternational Conference on Data Science and Advanced Analytics (DSAA), 2023 Luisa Werner Nabil Layaïda P. Genevès Sarah Chlyah 219 3 0 27 Mar 2023
NS3D: Neuro-Symbolic Grounding of 3D Objects and RelationsComputer Vision and Pattern Recognition (CVPR), 2023 Joy Hsu Jiayuan Mao Jiajun Wu PINN 192 66 0 23 Mar 2023
Neuro-symbolic Commonsense Social Reasoning David Chanin Anthony Hunter NAI LRM 97 3 0 14 Mar 2023
NeuroQL: A Neuro-Symbolic Language and Dataset for Inter-Subjective Reasoning Nick Papoulias LRM NAI 142 1 0 13 Mar 2023
Semantic Strengthening of Neuro-Symbolic LearningInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Kareem Ahmed Kai-Wei Chang Karen Ullrich 178 18 0 28 Feb 2023