Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T16:14:01.560420Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2605.24042.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T16:14:01.560420Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1322dbed-c038-4db6-b7eb-c0941093dcaa · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03fb97a1-2c56-4372-8486-db9c9979a1a3 · outbound
Hidden-State Privacy Has an Empty Middle The rise of self-driving labs in chemical and materials sciences.Nature Synthesis, 2:483 – 492, 2023
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 630c0aa2-5165-40b8-ae6e-5067dc66b7f9 · outbound
Hidden-State Privacy Has an Empty Middle Autodiscovery: Open-ended scientific discovery via bayesian surprise
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 675e047c-4cb5-44b8-9f96-13790c665ad9 · outbound
Hidden-State Privacy Has an Empty Middle The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d299682-a2aa-423b-8290-a8fb70dad444 · outbound
Hidden-State Privacy Has an Empty Middle Deep batch active learning for drug discovery
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2092cac-5472-4158-9b0c-5e64eaa1249e · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71dac0cb-b17d-4aa0-a949-c9ed9dcbcf71 · outbound
Hidden-State Privacy Has an Empty Middle Discrimination among mechanistic models.Technomet- rics, 9(1):57–71, 1967
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96d11e0f-0564-4018-b0f6-ecf4484e3914 · outbound
Hidden-State Privacy Has an Empty Middle AI4Research: A Survey of Artificial Intelligence for Scientific Research
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fb7e847-e7bc-48c9-b83f-3864b8c4b885 · outbound
Hidden-State Privacy Has an Empty Middle HypoSpace: A Diagnostic Benchmark for Set-Valued Hypothesis Generation under Underdetermination and Sublinear Coverage Bounds
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04feb6c6-71ad-477b-93e5-8f65a4c8e325 · outbound
Hidden-State Privacy Has an Empty Middle A large-scale benchmark for network inference from single-cell perturbation data.Communica- tions Biology, 8(1):412, 2025
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c3ab2fa-1dbc-4de2-95c5-b4eb24586db9 · outbound
Hidden-State Privacy Has an Empty Middle Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbed5917-3370-42c7-9063-9008c3c82375 · outbound
Hidden-State Privacy Has an Empty Middle ODEFormer: Symbolic regression of dynamical systems with transformers
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c309cf67-ee92-443f-b12b-8350fe87b00e · outbound
Hidden-State Privacy Has an Empty Middle Autoscilab: A self-driving laboratory for interpretable scientific discovery
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfabfdcc-652c-40d9-95ba-b488fd2adaf0 · outbound
Hidden-State Privacy Has an Empty Middle Matllmsearch: Crystal struc- ture discovery with evolution-guided large language models.arXiv preprint arXiv:2502.20933, 2025
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4741bd34-1dd3-4f2f-a3d9-87b5831dca0f · outbound
Hidden-State Privacy Has an Empty Middle Symbolic regression with a learned concept library.Advances in Neural Information Processing Systems, 37:44678–44709, 2024
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f457a6ca-1cac-44e4-a935-3e5129ce8e14 · outbound
Hidden-State Privacy Has an Empty Middle Olympus: a benchmarking framework for noisy optimization and experiment planning.Machine Learning: Science and Technology, 2(3):035021, 2021
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c454db4f-9cee-47d5-9692-9d469dfeddff · outbound
Hidden-State Privacy Has an Empty Middle Characterization and greedy learning of interventional markov equivalence classes of directed acyclic graphs.The Journal of Machine Learning Research, 13(1):2409–2464, 2012
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5af2c767-e217-42ea-9360-306d6fafe9dc · outbound
Hidden-State Privacy Has an Empty Middle Sequential optimal experimental design of perturbation screens guided by multi-modal priors.bioRxiv, 2023
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8269d0b0-3129-4a5b-9c49-db8363b5dd83 · outbound
Hidden-State Privacy Has an Empty Middle Inferring regulatory networks from expression data using tree-based methods.PLoS ONE, 5, 2010
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e43a08b-9d56-4798-bb55-1e1efed70b00 · outbound
Hidden-State Privacy Has an Empty Middle Generating Literature-Driven Scientific Theories at Scale
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 311b6c83-6a49-44ff-bea3-821e206556af · outbound
Hidden-State Privacy Has an Empty Middle Active symbolic discovery of ordinary differential equations via phase portrait sketching
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92455533-8825-41c8-820d-5bb9faf68e63 · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dca32266-30bc-4401-896b-7b961336bf87 · outbound
Hidden-State Privacy Has an Empty Middle On-the- fly closed-loop materials discovery via bayesian active learning.Nature communications, 11(1):5966, 2020
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae7fec57-b416-49b5-82ab-17b7982482f3 · outbound
Hidden-State Privacy Has an Empty Middle Kyro, Anton Morgunov, Rafael I
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0dc72f68-88f6-4b31-8dfc-723c8314501a · outbound
Hidden-State Privacy Has an Empty Middle Integrated systems for computational scientific discovery.Proceedings of the AAAI Conference on Artificial Intelligence, 38(20):22598–22606, Mar
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af508e97-c793-40d8-8112-2b09c72d3602 · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14034c23-f6e9-4af6-af05-f8c8643b83c0 · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99c8b8f6-56c9-4214-8e83-877b49e1a38a · outbound
Hidden-State Privacy Has an Empty Middle Data-driven Discovery with Large Generative Models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0dcb685-e30d-420c-999e-8e16590cdd38 · outbound
Hidden-State Privacy Has an Empty Middle Melnikov, Hendrik Poulsen Nautrup, Mario Krenn, Vedran Dunjko, Markus Tiersch, Anton Zeilinger, and Hans J
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1777f9a5-e31f-4893-a40f-be2a1357b7f0 · outbound
Hidden-State Privacy Has an Empty Middle Practical optimal experiment design with probabilistic programs
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3d3d00d-bb78-44d3-b09c-ef39dbdf5f51 · outbound
Hidden-State Privacy Has an Empty Middle Mundhenk, Claudio Prata Santiago, Soo Kyung Kim, and Joanne Taery Kim
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b002988f-3439-47b1-9143-203acec787b5 · outbound
Hidden-State Privacy Has an Empty Middle Jalihal, Jeffrey N
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a210420-f99c-4cd1-a149-8d55ef3cc057 · outbound
Hidden-State Privacy Has an Empty Middle Active learning for efficient discovery of optimal gene combinations in the combinatorial perturbation space
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8b8f1da-d500-44e8-bc86-69662488d9f2 · outbound
Hidden-State Privacy Has an Empty Middle Towards scientific discovery with generative ai: Progress, opportunities, and challenges
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04150d5f-f50f-4a53-8d0b-57206a5560a7 · outbound
Hidden-State Privacy Has an Empty Middle Mathematical discoveries from program search with large language models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fafe94be-cbe0-4364-bf9e-6a550f3d33bb · outbound
Hidden-State Privacy Has an Empty Middle Genenetweaver: in silico bench- mark generation and performance profiling of network inference methods.Bioinformatics, 27(16):2263–2270, 08 2011
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f13bdeae-a759-4b5a-b8e5-581726726b58 · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 191aba48-63c6-43ae-a756-f981e150630c · outbound
Hidden-State Privacy Has an Empty Middle Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffa99c1b-01c5-4eb6-ac56-9726bf994183 · outbound
Hidden-State Privacy Has an Empty Middle Pdebench: An extensive benchmark for scientific machine learning.Advances in neural information processing systems, 35:1596–1611, 2022
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96c93829-fe3b-4772-bcfb-322261fa02d2 · outbound
Hidden-State Privacy Has an Empty Middle Ai feynman: A physics-inspired method for symbolic regression.Science advances, 6(16):eaay2631, 2020
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 165e7e45-a37b-49d7-a6a7-943c46b54f26 · outbound
Hidden-State Privacy Has an Empty Middle Scientific discovery in the age of artificial intelligence.Nature, 620(7972):47–60, 2023
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 094fc93f-f39c-42ee-9f44-880b5e794cd9 · outbound
Hidden-State Privacy Has an Empty Middle Efficient evolutionary search over chemical space with large language models
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fe4b918-49a6-4dc2-b3d5-adf3259caf11 · outbound
Hidden-State Privacy Has an Empty Middle Newtonbench: Benchmarking generalizable scientific law discovery in LLM agents
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77986e7a-1240-43d8-95e3-0bdc5f4b838b · outbound
Hidden-State Privacy Has an Empty Middle Dags with no tears: Continuous optimization for structure learning.Advances in neural information processing systems, 31, 2018
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 007a56a2-0130-42f4-b4d5-0a42318e36f6 · outbound
Hidden-State Privacy Has an Empty Middle bounds": {
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.