Paper Citation Record · LEDGER

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology

As of 14 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2608.10175.

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

pith.paper-citation-record.v1
2608.10175 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:16:27.593627Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy27
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64ad8f04-2620-4a95-a07c-37ad5f50c04f · outbound

This paper cites and Cai, Carrie J.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Cai, Carrie J

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.397283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b61d1db-f163-454b-b6aa-66793efc048e · outbound

This paper cites and Burger, Doug and Wang, Chi , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Burger, Doug and Wang, Chi , title =

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.485922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d844e779-a4b5-4418-9c29-4435501c8d11 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology International Conference on Learning Representations (ICLR) , year =

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.449236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1c2f90c8-e224-46da-93a5-5a5d94e348a5 · outbound

This paper cites and Mordatch, Igor , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Mordatch, Igor , title =

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.413728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d960c292-eafa-4fa8-950a-21d86edd16c9 · outbound

This paper cites and Wiest, Olaf and Zhang, Xiangliang , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Wiest, Olaf and Zhang, Xiangliang , title =

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.388442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e925d6d7-c462-4e2b-993b-7f664d5ab8f3 · outbound

This paper cites and Le, Quoc V.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Le, Quoc V

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.367664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 428288cf-962d-4286-aaf2-5275c4e740dd · outbound

This paper cites ACM Computing Surveys , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology ACM Computing Surveys , volume =

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.336748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 62d690cb-ec19-4616-a78c-f0e695f94a5e · outbound

This paper cites TradingAgents: Multi-Agents LLM Financial Trading Framework.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology TradingAgents: Multi-Agents LLM Financial Trading Framework

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.431053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf3ad5a8-8050-4467-9c3c-54b89728c97b · outbound

This paper cites 2024 , url =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology 2024 , url =

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.305569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dafdf8ae-6ab0-435f-9e9c-b23fe155dd82 · outbound

This paper cites AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.439970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43a26775-85f1-4401-a935-4e811fc41739 · outbound

This paper cites FinRobot: AI Agent for Equity Research and Valuation with Large Language Models.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology FinRobot: AI Agent for Equity Research and Valuation with Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.444656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3464075-24fc-46e3-afce-224efe80f50c · outbound

This paper cites and Khashanah, Khaldoun , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Khashanah, Khaldoun , title =

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.285383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 23dcb5ef-1c37-4d10-bcb8-d747561bba66 · outbound

This paper cites TradingGPT: Multi-Agent System with Layered Memory and Distinct Characters for Enhanced Financial Trading Performance.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology TradingGPT: Multi-Agent System with Layered Memory and Distinct Characters for Enhanced Financial Trading Performance

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.453401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0339efc9-769f-40c7-8bae-4472b2d2ee1f · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology BloombergGPT: A Large Language Model for Finance

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.457884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f7e0dba-dba8-41ed-bdce-6a120d062097 · outbound

This paper cites arXiv preprint arXiv:2306.06031 , year =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology arXiv preprint arXiv:2306.06031 , year =

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.462229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9471168-3d9e-4258-8cf7-8508f857f6a2 · outbound

This paper cites AUTOCT: Automating Interpretable Clinical Trial Prediction with LLM Agents.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology AUTOCT: Automating Interpretable Clinical Trial Prediction with LLM Agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.466387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3514d047-426a-4544-90cd-cb947e7ba099 · outbound

This paper cites Tx-LLM: A Large Language Model for Therapeutics.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Tx-LLM: A Large Language Model for Therapeutics

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.470996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a2e22b-5f8a-4f3b-b138-26d52065529f · outbound

This paper cites 2024 , url =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology 2024 , url =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.270332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dfa18043-55f2-404c-a58e-01c69a6d164f · outbound

This paper cites Nature Reviews Drug Discovery , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Nature Reviews Drug Discovery , volume =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.244878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d97c3cef-48d0-4b3b-8976-5b1aee4e0ce1 · outbound

This paper cites Highly Accurate Protein Structure Prediction with.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Highly Accurate Protein Structure Prediction with

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.217450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0d16b0ed-66b2-4e70-87ae-8409663275ca · outbound

This paper cites and Grabowski, Henry G.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Grabowski, Henry G

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.188196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 231ee780-7b65-400c-812a-835cceae7703 · outbound

This paper cites , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology , title =

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.173399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3e0d109e-4369-45c8-a1f8-fe48aa35a367 · outbound

This paper cites and Craighead, John L.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Craighead, John L

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.155212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 629cba59-04e0-461a-aabe-f6c7dd2c259b · outbound

This paper cites and Shamsuddin, Hala H.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Shamsuddin, Hala H

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.134754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b87dbe01-d40f-4f92-bb52-6cde3d2ab0b8 · outbound

This paper cites an unresolved cited work.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:16:28.110534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9903da0d-2527-4dbb-afea-297748cb73c8 · outbound

This paper cites and Allison, Peter N.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Allison, Peter N

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.083319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 715b0334-f46f-4bb3-bb26-0f008b05dea9 · outbound

This paper cites Nature Biotechnology , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Nature Biotechnology , volume =

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.067131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 664aafb6-414f-4450-9413-7d57dd4dbc43 · outbound

This paper cites , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology , title =

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.052645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0ce93ec3-a409-47b1-ba96-37b86ecdd512 · outbound

This paper cites , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology , title =

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.037883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 35e11421-c7b4-4ada-91a7-302dfbd6ada1 · outbound

This paper cites 2018 , month =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology 2018 , month =

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:28.020381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ccf39254-f5ad-49cc-b073-c4c981090622 · outbound

This paper cites 2023 , month =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology 2023 , month =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.998372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation acdb5a70-5910-46ee-bc76-263041f8f222 · outbound

This paper cites and Dabora, Emil M.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Dabora, Emil M

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.984508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c269d5c-3431-4f6f-9c32-45fe76f14082 · outbound

This paper cites Speculative Trading and Stock Prices: Evidence from.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Speculative Trading and Stock Prices: Evidence from

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.970662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a7cf1c4e-b21d-4fda-a8cf-916158bd779b · outbound

This paper cites Andrew , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Andrew , title =

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.956447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d674972f-1ded-437c-8a15-6bef172ae4b4 · outbound

This paper cites Science , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Science , volume =

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.565440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d762e1c5-470a-4c49-bf32-cd1b3d6a4628 · outbound

This paper cites , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology , title =

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.930545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6e734893-6f7a-4ccb-b9be-d7e74df0ec6d · outbound

This paper cites and Odean, Terrance , title =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology and Odean, Terrance , title =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.906094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cd0e655c-ac24-4487-90c8-a90d648b1678 · outbound

This paper cites Journal of Financial Economics , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Journal of Financial Economics , volume =

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.892188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 254098ff-d1d1-475e-86b9-a683f03bd212 · outbound

This paper cites Journal of Financial Economics , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Journal of Financial Economics , volume =

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:16:27.877513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 58ca348c-8b05-4430-b987-d967dd6c0e47 · outbound

This paper cites an unresolved cited work.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:16:27.862831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bee69829-9be8-4928-a7d1-e98d0c43e891 · outbound

This paper cites Nature Machine Intelligence , volume =.

Beyond Cash Flows: A Multi-Agent AI Framework for Valuing Clinical-Stage, Cross-Border Biotechnology Nature Machine Intelligence , volume =

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-14T04:16:27.593627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.