conftrace_

scientific discovery

44 papers

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Co-occurring keywords

large language model (13587) hypothesis generation (44) benchmark evaluation (1556) knowledge graph (1837) scientific reasoning (35) neural network (6616) symbolic regression (54) multi-modal learning (1278) multimodal learning (4645) agent system (324)

Papers

Improve Molecular Conformation Modeling with Geometric Deep Learning AAAI 2026
Learning from Imperfect Data: Robust Inference of Dynamic Systems Using Simulation-Based Generative Model AAAI 2026
AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluation EACL 2026
EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery ACL 2026
CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models AAAI 2026
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery EMNLP 2025
AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists EMNLP 2025
Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges AAAI 2025
Knowledge-driven Scientific Large Language Models AAAI 2025
From Generalist to Specialist: A Survey of Large Language Models for Chemistry COLING 2025
Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science AAAI 2025
On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025
Toward Reliable Scientific Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models IJCAI 2025
InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025
A Human-LLM Note-Taking System with Case-Based Reasoning as Framework for Scientific Discovery NAACL 2025
Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications NAACL 2025
AutoSciLab: A Self-Driving Laboratory for Interpretable Scientific Discovery AAAI 2025
GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery EMNLP 2025
Hypothesis Generation for Materials Discovery and Design Using Goal-Driven and Constraint-Guided LLM Agents NAACL 2025
MIR: Methodology Inspiration Retrieval for Scientific Research Problems ACL 2025
SafeScientist: Enhancing AI Scientist Safety for Risk-Aware Scientific Discovery EMNLP 2025
Agent Laboratory: Using LLM Agents as Research Assistants EMNLP 2025
Context-Aware Reasoning On Parametric Knowledge for Inferring Causal Variables EMNLP 2025
DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery CVPR 2025
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research CVPR 2025