Paper Citation Record · LEDGER

LLM Agent Swarm for Hypothesis-Driven Drug Discovery

As of 19 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 4 inbound Pith citation observations for arXiv:2504.17967.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.17967 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:32:23.011780Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:34:31.785572Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-18T06:15:58.010938Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy20
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6dde1cb9-8bfd-49f8-8175-545169b7e8b3 · outbound

This paper cites An analysis of the attrition of drug candidates from four major pharmaceutical companies.Nature Reviews Drug Discovery.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery An analysis of the attrition of drug candidates from four major pharmaceutical companies.Nature Reviews Drug Discovery

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.468222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0e6e6595-5ca9-4757-a997-c96c96fbc944 · outbound

This paper cites Drug repurposing: progress, challenges and recommen- dations.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Drug repurposing: progress, challenges and recommen- dations

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.453580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f9bcccfe-0330-4c9c-af5d-b4b19d73d3db · outbound

This paper cites GPT-4 Technical Report.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T10:32:22.886215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae5dd6b8-cb5d-4fce-b0f6-888cf420f2c4 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery On the Opportunities and Risks of Foundation Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T10:32:22.891171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cab0235d-f0b7-4844-9ae7-0577779697d8 · outbound

This paper cites Planning chemical syntheses with deep neural networks and symbolic AI.Nature.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Planning chemical syntheses with deep neural networks and symbolic AI.Nature

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.439027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ea9c3b3-ef4d-4b1e-bb2b-4bd9bc7b25d3 · outbound

This paper cites Autonomous laboratory planning with multi-agent LLM systems.Nature Com- munications.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Autonomous laboratory planning with multi-agent LLM systems.Nature Com- munications

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.424211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d53a4f9-18d6-434d-93f4-ab0e5cd6954b · outbound

This paper cites Agent-based climate modeling with language models.Geophysical Research Letters.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Agent-based climate modeling with language models.Geophysical Research Letters

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.407905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cb268f10-4b39-4b8b-ad8f-f8546fe3839c · outbound

This paper cites Determining the $CP$ Property of $ht\bar{t}$ Coupling via a Novel Jet Substructure Observable.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Determining the $CP$ Property of $ht\bar{t}$ Coupling via a Novel Jet Substructure Observable

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T10:32:22.913697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09635e02-0ac8-4b8a-b1ce-deb413a48706 · outbound

This paper cites Evaluating multi-agent collaboration in large language models.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Evaluating multi-agent collaboration in large language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.391377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 003d8b8e-6a4f-4c01-9f51-de656f4d1156 · outbound

This paper cites TxGemma: Efficient and Agentic LLMs for Therapeutics.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery TxGemma: Efficient and Agentic LLMs for Therapeutics

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T10:32:22.924742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5030756-3e0a-446b-833f-3e2aa0164745 · outbound

This paper cites The Open Targets Platform: Re-imagining drug target identification.Nucleic Acids Research.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery The Open Targets Platform: Re-imagining drug target identification.Nucleic Acids Research

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.376522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ae92d2c2-1691-435f-8711-73e2e5672685 · outbound

This paper cites Gene Expression Omnibus: NCBI gene expression and hybridization array data repository.Nucleic Acids Research.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Gene Expression Omnibus: NCBI gene expression and hybridization array data repository.Nucleic Acids Research

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.362027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cf31ac9c-c82b-44c8-a3eb-49d2cf285ebc · outbound

This paper cites The ChEMBL database in 2017.Nucleic Acids Re- search.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery The ChEMBL database in 2017.Nucleic Acids Re- search

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.347069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e97a70d7-b533-48c9-8438-fabfba18e994 · outbound

This paper cites DrugBank 5.0: a major update to the DrugBank database for 2018.Nucleic Acids Research.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery DrugBank 5.0: a major update to the DrugBank database for 2018.Nucleic Acids Research

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.331336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2f067fc7-e60b-4f1f-a8d1-fc0f4f680c0b · outbound

This paper cites A literature-based knowledge graphembeddingmethodforidentifyingdrugrepurposingopportunitiesinrarediseases.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery A literature-based knowledge graphembeddingmethodforidentifyingdrugrepurposingopportunitiesinrarediseases

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.316395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ba33382d-eeba-4726-9034-701d29a026d8 · outbound

This paper cites KEGG: Kyoto Encyclopedia of Genes and Genomes.Nucleic Acids Re- search.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery KEGG: Kyoto Encyclopedia of Genes and Genomes.Nucleic Acids Re- search

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.301013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8be51b10-19f7-4c15-aebf-2ef87a76141b · outbound

This paper cites The Reactome pathway knowledgebase.Nucleic Acids Research.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery The Reactome pathway knowledgebase.Nucleic Acids Research

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.284010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c89612e-429c-454f-a9d6-77a0edbde9dc · outbound

This paper cites Integrative multi-scale network simulation for precision drug repurposing with PETS.bioRxiv.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Integrative multi-scale network simulation for precision drug repurposing with PETS.bioRxiv

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.269145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 98deecb5-cce6-4c97-9ee8-af5e7a395270 · outbound

This paper cites Biological structure and function emerge from scaling un- supervised learning to 250 million protein sequences.Proceedings of the National Academy of Sciences.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Biological structure and function emerge from scaling un- supervised learning to 250 million protein sequences.Proceedings of the National Academy of Sciences

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.254090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9179dde1-588c-4fec-b7b7-98b9f19ca251 · outbound

This paper cites Studying the gluon TMDs with $J/\psi$- and $\Upsilon$-pair production at the LHC.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Studying the gluon TMDs with $J/\psi$- and $\Upsilon$-pair production at the LHC

Reference 20

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T10:32:23.056538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 48aa9bd7-71b8-4695-9d48-381446555aa8 · outbound

This paper cites 2017.https://airflow.apache.org/.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery 2017.https://airflow.apache.org/

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.239149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9c111469-3960-4147-84a6-e7f5a905a6de · outbound

This paper cites an unresolved cited work.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:32:23.223520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d578a3e2-2880-4cec-a76f-ed6f192687e3 · outbound

This paper cites Nextflow enables reproducible computational workflows.Nature Biotech- nology.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Nextflow enables reproducible computational workflows.Nature Biotech- nology

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.204997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f3205dd-dae6-4568-90db-5d23cb517ca6 · outbound

This paper cites Snakemake—a scalable bioinformatics workflow engine.Bioinformatics.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Snakemake—a scalable bioinformatics workflow engine.Bioinformatics

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.187457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2718f587-751e-492b-8c67-7a217ac01d80 · outbound

This paper cites 2023.https://www.kubeflow.org/ 14.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery 2023.https://www.kubeflow.org/ 14

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.172059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 753450b1-2ff3-4395-9015-4ef9ae2391f8 · outbound

This paper cites 2024.https://argoproj.github.io/argo-workflows/.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery 2024.https://argoproj.github.io/argo-workflows/

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:32:23.155617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 85c09c5c-5e90-4d97-9944-cd1b75058995 · outbound

This paper cites an unresolved cited work.

LLM Agent Swarm for Hypothesis-Driven Drug Discovery Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:32:23.140062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation d7a78607-a19b-4ebd-92a6-560568381ff3 · inbound

Uncovering Bottlenecks and Optimizing Scientific Lab Workflows with Cycle Time Reduction Agents cites this paper.

Uncovering Bottlenecks and Optimizing Scientific Lab Workflows with Cycle Time Reduction Agents LLM Agent Swarm for Hypothesis-Driven Drug Discovery

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:34:31.785572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f47a96-b060-458e-b94d-a61306010d09 · inbound

Roadmap for using large language models (LLMs) to accelerate cross-disciplinary research with an example from computational biology cites this paper.

Roadmap for using large language models (LLMs) to accelerate cross-disciplinary research with an example from computational biology LLM Agent Swarm for Hypothesis-Driven Drug Discovery

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:07:59.730862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94599eb4-df69-4728-a07b-88ecfd5f3805 · inbound

DrugMCTS: a drug repurposing framework combining multi-agent, RAG and Monte Carlo Tree Search cites this paper.

DrugMCTS: a drug repurposing framework combining multi-agent, RAG and Monte Carlo Tree Search LLM Agent Swarm for Hypothesis-Driven Drug Discovery

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T18:47:24.009118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 586aad15-3f80-496a-a494-321ffb908313 · inbound

Agentic Inequality cites this paper.

Agentic Inequality LLM Agent Swarm for Hypothesis-Driven Drug Discovery

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:15:58.013767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.