Robuta

https://www.chalmers.se/en/education/your-studies/find-course-and-programme-syllabi/course-syllabus/DAT615/?acYear=2024/2025 Neuro-symbolic AI | Chalmers neuro symbolic aichalmers https://www.dagstuhl.de/en/publishing/news/2026/tgdk-cfp-special-issue-neuro-symbolic-modeling-for-human-centric-ai TGDK - CfP Special Issue: Neuro-Symbolic Modeling for Human-Centric AI TGDK - CfP Special Issue: Neuro-Symbolic Modeling for Human-Centric AI special issueneuro symbolicfor humancfp https://arxiv.org/html/2501.05435v1 Neuro-Symbolic AI in 2024: A Systematic Review neuro symbolic ai2024systematicreview https://aclanthology.org/2021.emnlp-main.283/ Neuro-Symbolic Reinforcement Learning with First-Order Logic - ACL Anthology Daiki Kimura, Masaki Ono, Subhajit Chaudhury, Ryosuke Kohita, Akifumi Wachi, Don Joven Agravante, Michiaki Tatsubori, Asim Munawar, Alexander Gray. Proceedings... first order logicneuro symbolicreinforcement learningaclanthology https://elearningindustry.com/neuro-symbolic-artificial-intelligence Neuro-Symbolic Artificial Intelligence - eLearning Industry Dec 30, 2025 - Neuro-symbolic Artificial Intelligence combines explicit, rule-based knowledge representation with adaptive, weight-based models. neuro symbolicartificial intelligenceelearningindustry https://www.dagstuhl.de/de/institute/news/2026/tgdk-cfp-special-issue-neuro-symbolic-modeling-for-human-centric-ai TGDK - CfP Special Issue: Neuro-Symbolic Modeling for Human-Centric AI TGDK - CfP Special Issue: Neuro-Symbolic Modeling for Human-Centric AI special issueneuro symbolicfor humancfp https://openreview.net/forum?id=qzBUIzq5XR2 Learning Task-General Representations with Generative Neuro-Symbolic Modeling | OpenReview People can learn rich, general-purpose conceptual representations from only raw perceptual inputs. Current machine learning approaches fall well short of these... neuro symboliclearningtaskgeneralrepresentations https://easychair.org/cfp/topic?tid=744976 All CFPs for "neuro symbolic methods" neuro symboliccfpsmethods https://openreview.net/forum?id=8zLLH9euYp LUT Based Neural Networks as Neuro-Symbolic Systems | OpenReview Although not a recent topic of research, neurosymbolic systems (NSAI) may have been one of the latest frontiers in artificial intelligence to catch the... neural networksneuro symboliclutbasedsystems https://deepai.org/publication/end-to-end-neuro-symbolic-architecture-for-image-to-image-reasoning-tasks End-to-End Neuro-Symbolic Architecture for Image-to-Image Reasoning Tasks | DeepAI Jun 6, 2021 - 06/06/21 - Neural models and symbolic algorithms have recently been combined for tasks requiring both perception and reasoning. Neural models... neuro symbolicfor imageendarchitecturereasoning https://openreview.net/forum?id=rlbz4_Io5g9 Neuro-Symbolic Entropy Regularization | OpenReview We propose minimizing the entropy restricted to the network's distribution over valid structures, and propose an algorithm for computing it efficiently using... neuro symbolicentropyregularizationopenreview https://neurosymbolic.asu.edu/ Neuro Symbolic AI neuro symbolicai https://openreview.net/forum?id=iOc57X9KM54 Neuro-Symbolic Procedural Planning with Commonsense Prompting | OpenReview We propose a neuro-symbolic procedural planner that elicits procedural planning knowledge from the large language models with commonsense-infused prompting. We... neuro symbolicproceduralplanningcommonsenseprompting https://openreview.net/forum?id=lV3XJUDBTc Evolutionary Surrogate-Assisted Prescription: Neuro-Symbolic Framework for Trustworthy Decisioning... Abundant records now link organizational contexts, actions, and outcomes. Evolutionary Surrogate-Assisted Prescription (ESP) converts such data into... neuro symbolicevolutionarysurrogateassistedprescription https://pmc.ncbi.nlm.nih.gov/articles/PMC12638795/ Neuro-symbolic AI for auditable cognitive information extraction from medical reports - PMC Large language models (LLMs) such as GPT-4 can interpret free text, but unreliable answers, opaque reasoning, and privacy risks limit their use in healthcare.... neuro symbolic ai https://growthstorylabs.com/ Growth Story Labs | The Neuro-Symbolic Blueprint GSL: Fusing human narrative craft with Generative Engine Optimization (GEO). growth storyneuro symboliclabsblueprint https://neusym.cn/ neuro-symbolic lab neuro symboliclab https://arxiv.org/html/2407.20513v1 Prompt2DeModel: Declarative Neuro-Symbolic Modeling with Natural Language neuro symbolicdeclarativemodelingnaturallanguage https://aclanthology.org/2022.tacl-1.14/ Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference - ACL... Yufei Feng, Xiaoyu Yang, Xiaodan Zhu, Michael Greenspan. Transactions of the Association for Computational Linguistics, Volume 10. 2022. neuro symbolicfor languagenaturallogic https://openreview.net/forum?id=OIaJRUo5UXy Learning Neuro-Symbolic Skills for Bilevel Planning | OpenReview We learn neuro-symbolic skills from demonstrations and plan with them using search-then-sample TAMP techniques. neuro symboliclearningskillsbilevelplanning https://www.dagstuhl.de/de/publishing/news/2026/tgdk-cfp-special-issue-neuro-symbolic-modeling-for-human-centric-ai TGDK - CfP Special Issue: Neuro-Symbolic Modeling for Human-Centric AI TGDK - CfP Special Issue: Neuro-Symbolic Modeling for Human-Centric AI special issueneuro symbolicfor humancfp https://openreview.net/forum?id=_vpnJ0IJJI0 A Confidence-Based Interface for Neuro-Symbolic Visual Question Answering | OpenReview We present a neuro-symbolic visual question answering approach for the CLEVR dataset that is based on deep neural networks and answer-set programming. visual question answeringneuro symbolicconfidencebasedinterface https://deepai.org/publication/neuro-symbolic-meta-reinforcement-learning-for-trading Neuro-symbolic Meta Reinforcement Learning for Trading | DeepAI Jan 15, 2023 - 01/15/23 - We model short-duration (e.g. day) trading in financial markets as a sequential decision-making problem under uncertainty, with th... neuro symbolicreinforcement learningmetatradingdeepai https://openreview.net/forum?id=DAp8WCTGVj A Scalable Approach to Probabilistic Neuro-Symbolic Robustness Verification | OpenReview Neuro-Symbolic Artificial Intelligence (NeSy AI) has emerged as a promising direction for integrating neural learning with symbolic reasoning. Typically, in... neuro symbolicscalableapproachprobabilisticrobustness https://openreview.net/forum?id=5VtI484yVy A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts | OpenReview The advent of powerful neural classifiers has increased interest in problems that require both learning and reasoning. These problems are critical for... neuro symbolicbenchmark suite https://openreview.net/forum?id=Kj86KzR4Xr Neuro-symbolic Learning of Lifted Action Models from Visual Traces | OpenReview Model-based planners rely on action models to describe available actions in terms of their preconditions and effects. Nonetheless, manually encoding such... neuro symboliclearninglifted https://dev.to/rikinptl/adaptive-neuro-symbolic-planning-for-precision-oncology-clinical-workflows-during-mission-critical-23m2 Adaptive Neuro-Symbolic Planning for precision oncology clinical workflows during mission-critical... My journey into this specialized field began not in a hospital, but in a research lab where I was experimenting with reinforcement learning for robotic path... neuro symbolicplanning forprecision oncology https://openreview.net/forum?id=OXaKsbjyL3&referrer=%5Bthe%20profile%20of%20Paolo%20Morettin%5D(%2Fprofile%3Fid%3D~Paolo_Morettin1) A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction | OpenReview In safety-critical applications, guaranteeing the satisfaction of constraints over continuous environments is crucial, e.g., an autonomous agent should never... neuro symbolicconstraint satisfactionprobabilisticlayeralgebraic https://openreview.net/forum?id=HDrXBr26UI Neuro-Symbolic Temporal Point Processes | OpenReview neuro symbolicpoint processestemporalopenreview https://www.bosch.com/research/bcai/neuro-symbolic-ai/ Neuro-symbolic AI | Bosch Global Discover Neuro-Symbolic AI at Bosch: Combining deep learning with logical reasoning through knowledge graphs, Answer Set Programming, and symbolic methods.... neuro symbolic aiboschglobal https://deepai.org/publication/neuro-symbolic-forward-reasoning Neuro-Symbolic Forward Reasoning | DeepAI Oct 18, 2021 - 10/18/21 - Reasoning is an essential part of human intelligence and thus has been a long-standing goal in artificial intelligence research. W... neuro symbolicforward reasoningdeepai https://www.beyond.ai/ Beyond AI | Industrial AI Powered by Neuro-Symbolic AI Beyond AI delivers industrial AI powered by neuro-symbolic AI, enabling trusted, explainable decisions for complex energy and industrial operations. beyond aipowered byindustrialneurosymbolic https://www.nsf.gov/events/ai-assisted-data-manipulation-programming-user-experiences/2024-10-17 AI-assisted Data Manipulation & Programming: User Experiences, and Neuro-Symbolic Techniques | NSF... CISE Distinguished Lecture Series ai assisteddata manipulationuser experiences https://aclanthology.org/2026.eacl-industry.66/ SYMDIREC: A Neuro-Symbolic Divide-Retrieve-Conquer Framework for Enhanced RTL Synthesis and... Prashanth Vijayaraghavan, Apoorva Nitsure, Luyao Shi, Charles Mackin, Ashutosh Jadhav, David Beymer, Ehsan Degan, Vandana Mukherjee. Proceedings of the 19th... https://openreview.net/forum?id=ySTqCi3nqi Rethinking Reasoning in LLMs: Neuro-Symbolic Local RetoMaton Beyond CoT and ICL | OpenReview Prompt-based reasoning strategies such as Chain-of-Thought (CoT) and In-Context Learning (ICL) have become widely used for eliciting reasoning capabilities in... https://arxiv.org/abs/2106.09795 [2106.09795] LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking Abstract page for arXiv paper 2106.09795: LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking https://openreview.net/forum?id=T7114JzrwB ZeroC: A Neuro-Symbolic Model for Zero-shot Concept Recognition and Acquisition at Inference Time |... We introduce a neuro-symbolic method for zero-shot concept recognition and acquisition, which trained with elementary visual concepts and relations, can... https://arxiv.org/abs/2310.12638 [2310.12638] PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding Abstract page for arXiv paper 2310.12638: PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding https://easychair.org/publications/keyword/pJvb Keyword: neuro-symbolic keywordneurosymbolic https://www.amazon.science/publications/fregelogic-at-semeval-2026-task-11-a-hybrid-neuro-symbolic-architecture-for-content-robust-syllogistic-validity-prediction FregeLogic at SemEval 2026 Task 11: A hybrid neuro-symbolic architecture for content-robust... We present FregeLogic, a hybrid neurosymbolic system for SemEval-2026 Task 11 (Subtask 1), which addresses syllogistic validity prediction while reducing... https://www.joeyyip.com/ Joey Yip - AI Researcher | Knowledge Graphs, LLMs & Neuro-Symbolic AI | PhD Candidate USC Joey Yip, PhD Candidate at USC AI Institute, specializing in Knowledge Graphs, Large Language Models, Neuro-Symbolic AI, and Agentic Systems. Developer of... ai researcherknowledge graphs https://www.dagstuhl.de/seminars/seminar-calendar/seminar-details/26282 Dagstuhl Seminar 26282: KR Meets XAI: Bridging Symbolic and Neuro-Symbolic AI for True... https://openreview.net/forum?id=KKzm2S1Pfl Neuro-Symbolic Models of Human Moral Judgment: LLMs as Automatic Feature Extractors | OpenReview As AI systems gain prominence in society, concerns about their safety become crucial to address. There have been repeated calls to align powerful AI systems... https://openreview.net/forum?id=VaC4sa96EI Towards Reliable Code-as-Policies: A Neuro-Symbolic Framework for Embodied Task Planning |... Recent advances in large language models (LLMs) have enabled the automatic generation of executable code for task planning and control in embodied agents such... https://openreview.net/forum?id=VoayJihXra NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains | OpenReview We explore neuro-symbolic approaches to generalize actionable knowledge, enabling embodied agents to tackle complex tasks more effectively in open-domain...