Browse State-of-the-Art › scientific discovery › Papers, page 3
scientific discovery
Papers archive 2025-07-28
archive papers tagged: 464 · with a code link: 192 · where Syntology ran a sample: 58 (45 with a run with no instrument failure, 13 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (58 of 464 tagged: 45 with a run with no instrument failure, 13 where every run was a failure of Syntology's instrument)
Page 3 of 5: papers 201 to 300 of 464, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Evolvable Conditional Diffusion16 Jun 2025 0 repositories listed
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Scientifically-Interpretable Reasoning Network (ScIReN): Uncovering the Black-Box of Nature16 Jun 2025 0 repositories listed
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Interpretable representation learning of quantum data enabled by probabilistic variational autoencoders13 Jun 2025 0 repositories listed
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AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists9 Jun 2025 0 repositories listed
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Can Theoretical Physics Research Benefit from Language Agents?6 Jun 2025 0 repositories listed
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Multi-Exit Kolmogorov-Arnold Networks: enhancing accuracy and parsimony3 Jun 2025 0 repositories listed
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A Dynamic Framework for Semantic Grouping of Common Data Elements (CDE) Using Embeddings and Clustering2 Jun 2025 0 repositories listed
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From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models2 Jun 2025 0 repositories listed
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OmniEarth-Bench: Towards Holistic Evaluation of Earth's Six Spheres and Cross-Spheres Interactions with Multimodal Observational Earth Data29 May 2025 0 repositories listed
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ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows26 May 2025 0 repositories listed
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Improving Chemical Understanding of LLMs via SMILES Parsing22 May 2025 0 repositories listed
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Deep Symbolic Optimization: Reinforcement Learning for Symbolic Mathematics16 May 2025 0 repositories listed
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On the definition and importance of interpretability in scientific machine learning16 May 2025 0 repositories listed
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Contributions of the Petabyte Scale Sequence Search Codeathon toward efforts to scale sequence-based searches on SRA9 May 2025 0 repositories listed
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Generative Discovery of Partial Differential Equations by Learning from Math Handbooks9 May 2025 0 repositories listed
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Symbol-based entity marker highlighting for enhanced text mining in materials science with generative AI9 May 2025 0 repositories listed
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Soft causal learning for generalized molecule property prediction: An environment perspective7 May 2025 0 repositories listed
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Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions6 May 2025 0 repositories listed
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34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery5 May 2025 0 repositories listed
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A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law5 May 2025 0 repositories listed
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AI Idea Bench 2025: AI Research Idea Generation Benchmark19 Apr 2025 0 repositories listed
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Ascribe New Dimensions to Scientific Data Visualization with VR18 Apr 2025 0 repositories listed
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Causal-Copilot: An Autonomous Causal Analysis Agent17 Apr 2025 0 repositories listed
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Deep literature reviews: an application of fine-tuned language models to migration research17 Apr 2025 0 repositories listed
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MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges?13 Apr 2025 0 repositories listed
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Scaling Laws of Graph Neural Networks for Atomistic Materials Modeling10 Apr 2025 0 repositories listed
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The Power of the Pareto Front: Balancing Uncertain Rewards for Adaptive Experimentation in scanning probe microscopy9 Apr 2025 0 repositories listed
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Foundation Models for Environmental Science: A Survey of Emerging Frontiers5 Apr 2025 0 repositories listed
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We Need Improved Data Curation and Attribution in AI for Scientific Discovery3 Apr 2025 0 repositories listed
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Advancing AI-Scientist Understanding: Making LLM Think Like a Physicist with Interpretable Reasoning2 Apr 2025 0 repositories listed
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Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents31 Mar 2025 0 repositories listed
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Interpretable Machine Learning in Physics: A Review30 Mar 2025 0 repositories listed
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A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support29 Mar 2025 0 repositories listed
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Scaling Laws in Scientific Discovery with AI and Robot Scientists28 Mar 2025 0 repositories listed
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Confidence Adjusted Surprise Measure for Active Resourceful Trials (CA-SMART): A Data-driven Active Learning Framework for Accelerating Material Discovery under Resource Constraints27 Mar 2025 0 repositories listed
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ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition27 Mar 2025 0 repositories listed
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Iterative Hypothesis Generation for Scientific Discovery with Monte Carlo Nash Equilibrium Self-Refining Trees25 Mar 2025 0 repositories listed
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SCI-IDEA: Context-Aware Scientific Ideation Using Token and Sentence Embeddings25 Mar 2025 0 repositories listed
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Structuring Scientific Innovation: A Framework for Modeling and Discovering Impactful Knowledge Combinations24 Mar 2025 0 repositories listed
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CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation20 Mar 2025 0 repositories listed
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Lessons from the trenches on evaluating machine-learning systems in materials science13 Mar 2025 0 repositories listed
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Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions12 Mar 2025 0 repositories listed
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Representation Retrieval Learning for Heterogeneous Data Integration12 Mar 2025 0 repositories listed
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SciHorizon: Benchmarking AI-for-Science Readiness from Scientific Data to Large Language Models12 Mar 2025 0 repositories listed
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Accelerating Earth Science Discovery via Multi-Agent LLM Systems7 Mar 2025 0 repositories listed
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Large Language Models for Zero-shot Inference of Causal Structures in Biology6 Mar 2025 0 repositories listed
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Can Large Language Models Help Experimental Design for Causal Discovery?3 Mar 2025 0 repositories listed
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Enabling AI Scientists to Recognize Innovation: A Domain-Agnostic Algorithm for Assessing Novelty3 Mar 2025 0 repositories listed
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Building Machine Learning Challenges for Anomaly Detection in Science3 Mar 2025 0 repositories listed
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CS-PaperSum: A Large-Scale Dataset of AI-Generated Summaries for Scientific Papers27 Feb 2025 0 repositories listed
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Towards an AI co-scientist26 Feb 2025 0 repositories listed
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A Perspective on Symbolic Machine Learning in Physical Sciences25 Feb 2025 0 repositories listed
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Auto-Bench: An Automated Benchmark for Scientific Discovery in LLMs21 Feb 2025 0 repositories listed
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Solving Online Resource-Constrained Scheduling for Follow-Up Observation in Astronomy: a Reinforcement Learning Approach16 Feb 2025 0 repositories listed
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LucidAtlas: Learning Uncertainty-Aware, Covariate-Disentangled, Individualized Atlas Representations12 Feb 2025 0 repositories listed
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NatureLM: Deciphering the Language of Nature for Scientific Discovery11 Feb 2025 0 repositories listed
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Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts7 Feb 2025 0 repositories listed
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Safety is Essential for Responsible Open-Ended Systems6 Feb 2025 0 repositories listed
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PalimpChat: Declarative and Interactive AI analytics5 Feb 2025 0 repositories listed
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Generative AI Uses and Risks for Knowledge Workers in a Science Organization27 Jan 2025 0 repositories listed
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Scaling Large Vision-Language Models for Enhanced Multimodal Comprehension In Biomedical Image Analysis26 Jan 2025 0 repositories listed
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Applications and Challenges of AI and Microscopy in Life Science Research: A Review22 Jan 2025 0 repositories listed
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Solving Sparse Finite Element Problems on Neuromorphic Hardware17 Jan 2025 0 repositories listed
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Low-Rank Adaptation for Foundation Models: A Comprehensive Review31 Dec 2024 0 repositories listed
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GeneSUM: Large Language Model-based Gene Summary Extraction24 Dec 2024 0 repositories listed
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Heterogeneous transfer learning for high dimensional regression with feature mismatch24 Dec 2024 0 repositories listed
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Artificial Intelligence, Scientific Discovery, and Product Innovation21 Dec 2024 0 repositories listed
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Post-hoc Interpretability Illumination for Scientific Interaction Discovery20 Dec 2024 0 repositories listed
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Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models20 Dec 2024 0 repositories listed
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Learning to Generate Research Idea with Dynamic Control19 Dec 2024 0 repositories listed
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The IBEX Imaging Knowledge-Base: A Community Resource Enabling Adoption and Development of Immunofluoresence Imaging Methods17 Dec 2024 0 repositories listed
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AutoSciLab: A Self-Driving Laboratory For Interpretable Scientific Discovery16 Dec 2024 0 repositories listed
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Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges16 Dec 2024 0 repositories listed
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SuperCode: Sustainability PER AI-driven CO-DEsign11 Dec 2024 0 repositories listed
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Agents for self-driving laboratories applied to quantum computing10 Dec 2024 0 repositories listed
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Understanding complex crowd dynamics with generative neural simulators2 Dec 2024 0 repositories listed
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Aligning Generalisation Between Humans and Machines23 Nov 2024 0 repositories listed
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Transforming the Hybrid Cloud for Emerging AI Workloads20 Nov 2024 0 repositories listed
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Artificial Scientific Discovery18 Nov 2024 0 repositories listed
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KAN/MultKAN with Physics-Informed Spline fitting (KAN-PISF) for ordinary/partial differential equation discovery of nonlinear dynamic systems18 Nov 2024 0 repositories listed
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Toward a Cohesive AI and Simulation Software Ecosystem for Scientific Innovation14 Nov 2024 0 repositories listed
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CriticAL: Critic Automation with Language Models10 Nov 2024 0 repositories listed
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Validation of an LLM-based Multi-Agent Framework for Protein Engineering in Dry Lab and Wet Lab9 Nov 2024 0 repositories listed
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Automating Exploratory Proteomics Research via Language Models6 Nov 2024 0 repositories listed
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Calibrating for the Future:Enhancing Calorimeter Longevity with Deep Learning6 Nov 2024 0 repositories listed
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CycleResearcher: Improving Automated Research via Automated Review28 Oct 2024 0 repositories listed
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SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning18 Oct 2024 0 repositories listed
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Automated Discovery of Operable Dynamics from Videos14 Oct 2024 0 repositories listed
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A Systematic Survey on Large Language Models for Algorithm Design11 Oct 2024 0 repositories listed
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Reasoning with Natural Language Explanations5 Oct 2024 0 repositories listed
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SciDFM: A Large Language Model with Mixture-of-Experts for Science27 Sep 2024 0 repositories listed
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Explainable AI needs formal notions of explanation correctness22 Sep 2024 0 repositories listed
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PersonaFlow: Boosting Research Ideation with LLM-Simulated Expert Personas19 Sep 2024 0 repositories listed
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Smirk: An Atomically Complete Tokenizer for Molecular Foundation Models19 Sep 2024 0 repositories listed
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SANE: Strategic Autonomous Non-Smooth Exploration for Multiple Optima Discovery in Multi-modal and Non-differentiable Black-box Functions18 Sep 2024 0 repositories listed
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Physics-augmented Deep Learning with Adversarial Domain Adaptation: Applications to STM Image Denoising8 Sep 2024 0 repositories listed
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Effective Monitoring of Online Decision-Making Algorithms in Digital Intervention Implementation30 Aug 2024 0 repositories listed
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Artificial intelligence for science: The easy and hard problems24 Aug 2024 0 repositories listed
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Automated Explanation Selection for Scientific Discovery24 Jul 2024 0 repositories listed
Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.