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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 4 of 5: papers 301 to 400 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.

• Self-driving lab discovers principles for steering spontaneous emission
  22 Jul 2024 0 repositories listed
• Geometric Active Exploration in Markov Decision Processes: the Benefit of Abstraction
  18 Jul 2024 0 repositories listed
• Discovery of novel antimicrobial peptides with notable antibacterial potency by a LLM-based foundation model
  17 Jul 2024 0 repositories listed
• LAB-Bench: Measuring Capabilities of Language Models for Biology Research
  14 Jul 2024 0 repositories listed
• Diffusion-BBO: Diffusion-Based Inverse Modeling for Online Black-Box Optimization
  30 Jun 2024 0 repositories listed
• Reliable edge machine learning hardware for scientific applications
  27 Jun 2024 0 repositories listed
• The Use of AI-Robotic Systems for Scientific Discovery
  25 Jun 2024 0 repositories listed
• Scalable Artificial Intelligence for Science: Perspectives, Methods and Exemplars
  24 Jun 2024 0 repositories listed
• Data-Driven Computing Methods for Nonlinear Physics Systems with Geometric Constraints
  20 Jun 2024 0 repositories listed
• Explain the Black Box for the Sake of Science: the Scientific Method in the Era of Generative Artificial Intelligence
  15 Jun 2024 0 repositories listed
• Generative Inverse Design of Crystal Structures via Diffusion Models with Transformers
  13 Jun 2024 0 repositories listed
• Open Problem: Active Representation Learning
  6 Jun 2024 0 repositories listed
• Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems
  5 Jun 2024 0 repositories listed
• Meta-Designing Quantum Experiments with Language Models
  4 Jun 2024 0 repositories listed
• Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs
  24 May 2024 0 repositories listed
• Less for More: Enhanced Feedback-aligned Mixed LLMs for Molecule Caption Generation and Fine-Grained NLI Evaluation
  22 May 2024 0 repositories listed
• "Turing Tests" For An AI Scientist
  22 May 2024 0 repositories listed
• Integration of Scanning Probe Microscope with High-Performance Computing: fixed-policy and reward-driven workflows implementation
  20 May 2024 0 repositories listed
• KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery
  16 May 2024 0 repositories listed Syntology 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 11 harvested samples)
• ALMol: Aligned Language-Molecule Translation LLMs through Offline Preference Contrastive Optimisation
  14 May 2024 0 repositories listed
• Opportunities for machine learning in scientific discovery
  7 May 2024 0 repositories listed
• Accelerating Legacy Numerical Solvers by Non-intrusive Gradient-based Meta-solving
  5 May 2024 0 repositories listed
• Generative Active Learning for the Search of Small-molecule Protein Binders
  2 May 2024 0 repositories listed
• Why Tabular Foundation Models Should Be a Research Priority
  2 May 2024 0 repositories listed
• Conditional computation in neural networks: principles and research trends
  12 Mar 2024 0 repositories listed
• Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling
  2 Mar 2024 0 repositories listed
• Data-driven Discovery with Large Generative Models
  21 Feb 2024 0 repositories listed
• Quantitative causality, causality-guided scientific discovery, and causal machine learning
  20 Feb 2024 0 repositories listed
• Multi-Fidelity Methods for Optimization: A Survey
  15 Feb 2024 0 repositories listed
• Toward a Team of AI-made Scientists for Scientific Discovery from Gene Expression Data
  15 Feb 2024 0 repositories listed
• Trillion Parameter AI Serving Infrastructure for Scientific Discovery: A Survey and Vision
  5 Feb 2024 0 repositories listed
• Institutional Platform for Secure Self-Service Large Language Model Exploration
  1 Feb 2024 0 repositories listed
• Interactive Mars Image Content-Based Search with Interpretable Machine Learning
  19 Jan 2024 0 repositories listed
• PubTator 3.0: an AI-powered Literature Resource for Unlocking Biomedical Knowledge
  19 Jan 2024 0 repositories listed
• Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective
  9 Jan 2024 0 repositories listed
• A Novel Paradigm for Neural Computation: X-Net with Learnable Neurons and Adaptable Structure
  3 Jan 2024 0 repositories listed
• Beyond Regrets: Geometric Metrics for Bayesian Optimization
  3 Jan 2024 0 repositories listed
• FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
  1 Jan 2024 0 repositories listed
• Vertical Symbolic Regression
  19 Dec 2023 0 repositories listed
• Image and Data Mining in Reticular Chemistry Using GPT-4V
  9 Dec 2023 0 repositories listed
• AI Competitions and Benchmarks: The life cycle of challenges and benchmarks
  8 Dec 2023 0 repositories listed
• Uncertainty in Additive Feature Attribution methods
  29 Nov 2023 0 repositories listed
• Chemist-X: Large Language Model-empowered Agent for Reaction Condition Recommendation in Chemical Synthesis
  16 Nov 2023 0 repositories listed
• The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4
  13 Nov 2023 0 repositories listed
• Data Science for Social Good
  2 Nov 2023 0 repositories listed
• Enhancing Low-Order Discontinuous Galerkin Methods with Neural Ordinary Differential Equations for Compressible Navier--Stokes Equations
  29 Oct 2023 0 repositories listed
• AI for Open Science: A Multi-Agent Perspective for Ethically Translating Data to Knowledge
  28 Oct 2023 0 repositories listed
• Large-scale Foundation Models and Generative AI for BigData Neuroscience
  27 Oct 2023 0 repositories listed
• Transformers and Large Language Models for Chemistry and Drug Discovery
  9 Oct 2023 0 repositories listed
• A Comprehensive Performance Study of Large Language Models on Novel AI Accelerators
  6 Oct 2023 0 repositories listed
• BrainSCUBA: Fine-Grained Natural Language Captions of Visual Cortex Selectivity
  6 Oct 2023 0 repositories listed
• DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies
  6 Oct 2023 0 repositories listed
• Pre-Training and Fine-Tuning Generative Flow Networks
  5 Oct 2023 0 repositories listed
• Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities
  29 Sep 2023 0 repositories listed
• Neural Operators for Accelerating Scientific Simulations and Design
  27 Sep 2023 0 repositories listed
• DeepROCK: Error-controlled interaction detection in deep neural networks
  26 Sep 2023 0 repositories listed
• Efficient Learning of PDEs via Taylor Expansion and Sparse Decomposition into Value and Fourier Domains
  13 Sep 2023 0 repositories listed
• End-to-end Phase Field Model Discovery Combining Experimentation, Crowdsourcing, Simulation and Learning
  13 Sep 2023 0 repositories listed
• Inferring physical laws by artificial intelligence based causal models
  8 Sep 2023 0 repositories listed
• Breaking Boundaries: Distributed Domain Decomposition with Scalable Physics-Informed Neural PDE Solvers
  28 Aug 2023 0 repositories listed
• Genomic reproducibility in the bioinformatics era
  18 Aug 2023 0 repositories listed
• Serendipity in Science
  15 Aug 2023 0 repositories listed
• Large-scale Generative Simulation Artificial Intelligence: the Next Hotspot in Generative AI
  3 Aug 2023 0 repositories listed
• Towards Generalist Biomedical AI
  26 Jul 2023 0 repositories listed
• Representation Learning in Anomaly Detection: Successes, Limits and a Grand Challenge
  20 Jul 2023 0 repositories listed
• The Future of Fundamental Science Led by Generative Closed-Loop Artificial Intelligence
  9 Jul 2023 0 repositories listed
• Better Research Software Tools to Elevate the Rate of Scientific Discovery -- or why we need to invest in research software engineering
  8 Jul 2023 0 repositories listed
• Using generative AI to investigate medical imagery models and datasets
  1 Jun 2023 0 repositories listed
• Pre-training Multi-task Contrastive Learning Models for Scientific Literature Understanding
  23 May 2023 0 repositories listed
• Assessing Exoplanet Habitability through Data-driven Approaches: A Comprehensive Literature Review
  18 May 2023 0 repositories listed
• Explaining dark matter halo density profiles with neural networks
  4 May 2023 0 repositories listed
• Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems
  3 May 2023 0 repositories listed
• Quantifying the Benefit of Artificial Intelligence for Scientific Research
  17 Apr 2023 0 repositories listed
• Scientists' Perspectives on the Potential for Generative AI in their Fields
  4 Apr 2023 0 repositories listed
• Large Language Models are Few-shot Publication Scoopers
  2 Apr 2023 0 repositories listed
• bAIoimage analysis: elevating the rate of scientific discovery -- as a community
  29 Mar 2023 0 repositories listed
• AI for Science: An Emerging Agenda
  7 Mar 2023 0 repositories listed
• Online Symbolic Regression with Informative Query
  21 Feb 2023 0 repositories listed
• BLIAM: Literature-based Data Synthesis for Synergistic Drug Combination Prediction
  14 Feb 2023 0 repositories listed
• Using Artificial Intelligence to aid Scientific Discovery of Climate Tipping Points
  14 Feb 2023 0 repositories listed
• Learning Symbolic Models for Graph-structured Physical Mechanism
  2 Feb 2023 0 repositories listed
• GFlowNets for AI-Driven Scientific Discovery
  1 Feb 2023 0 repositories listed
• Causal Structural Learning from Time Series: A Convex Optimization Approach
  26 Jan 2023 0 repositories listed
• Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images
  17 Jan 2023 0 repositories listed
• Reprogramming Pretrained Language Models for Protein Sequence Representation Learning
  5 Jan 2023 0 repositories listed
• FAIR AI Models in High Energy Physics
  9 Dec 2022 0 repositories listed
• To think inside the box, or to think out of the box? Scientific discovery via the reciprocation of insights and concepts
  1 Dec 2022 0 repositories listed
• Extreme Acceleration of Graph Neural Network-based Prediction Models for Quantum Chemistry
  25 Nov 2022 0 repositories listed
• Design of Turing Systems with Physics-Informed Neural Networks
  24 Nov 2022 0 repositories listed
• Partial counterfactual identification and uplift modeling: theoretical results and real-world assessment
  14 Nov 2022 0 repositories listed
• Simulation-Based Parallel Training
  8 Nov 2022 0 repositories listed
• Retention Time Prediction for Chromatographic Enantioseparation by Quantile Geometry-enhanced Graph Neural Network
  7 Nov 2022 0 repositories listed
• Toward Human-AI Co-creation to Accelerate Material Discovery
  5 Nov 2022 0 repositories listed
• Neurosymbolic Programming for Science
  10 Oct 2022 0 repositories listed
• Artificial Intelligence and Natural Language Processing and Understanding in Space: A Methodological Framework and Four ESA Case Studies
  7 Oct 2022 0 repositories listed
• FINDE: Neural Differential Equations for Finding and Preserving Invariant Quantities
  1 Oct 2022 0 repositories listed
• Graph Value Iteration
  20 Sep 2022 0 repositories listed
• Ab-initio quantum chemistry with neural-network wavefunctions
  26 Aug 2022 0 repositories listed
• AI-coupled HPC Workflows
  24 Aug 2022 0 repositories listed
• RIBBON: Cost-Effective and QoS-Aware Deep Learning Model Inference using a Diverse Pool of Cloud Computing Instances
  23 Jul 2022 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 2026-09-28, 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.