Into the Unknown: Benchmarking AI agents on open scientific research problems
Paper • 2610.19159 • Published • 56
AI & ML interests
Large Language Models, Cooperative AI, AI Society, Multi Agent Systems, Deep Learning, Artificial Intelligence, Natural Language Processing, Communicative AI
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EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools
Paper • 2604.07927 • Published
Distilling Tool Knowledge into Language Models via Back-Translated Traces
Paper • 2506.19171 • Published
GR-Agent: Adaptive Graph Reasoning Agent under Incomplete Knowledge
Paper • 2512.14766 • Published
Schema Generation for Large Knowledge Graphs Using Large Language Models
Paper • 2506.04512 • Published
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings
Paper • 2505.16877 • Published
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness
Paper • 2504.05163 • Published
ArgRAG: Explainable Retrieval Augmented Generation using Quantitative Bipolar Argumentation
Paper • 2508.20131 • Published
Ontology Enrichment from Texts: A Biomedical Dataset for Concept Discovery and Placement
Paper • 2306.14704 • Published
A Language Model based Framework for New Concept Placement in Ontologies
Paper • 2402.17897 • Published
Reveal the Unknown: Out-of-Knowledge-Base Mention Discovery with Entity Linking
Paper • 2302.07189 • Published
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models
Paper • 2408.04713 • Published
Machine Learning-Friendly Biomedical Datasets for Equivalence and Subsumption Ontology Matching
Paper • 2205.03447 • Published
DeepOnto: A Python Package for Ontology Engineering with Deep Learning
Paper • 2307.03067 • Published