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Paper Citation Record · LEDGER

Enhancing the Merger Simulation Toolkit with ML/AI

As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2506.05225.

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

pith.paper-citation-record.v1
2506.05225 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:31:20.835026Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy41
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 73b5dc49-9510-403d-9076-103e863204ae · outbound

This paper cites Steven Berry, James Levinsohn, and Ariel Pakes.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry, James Levinsohn, and Ariel Pakes

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.461783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.516410Z digest=sha256:936e35de59bb207feab51361f0bc1844a185510013f7d0b64ce2040f99a3e93b

Observation 24dfa6d9-1941-472a-8640-1b528214a3b0 · outbound

This paper cites Marine Carrasco, Jean-Pierre Florens, and Eric Renault.

Enhancing the Merger Simulation Toolkit with ML/AI Marine Carrasco, Jean-Pierre Florens, and Eric Renault

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.373510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.682230Z digest=sha256:97f2229025444bb8709e435df6737f533cf8b7deda84f7c6d41c3400b20054ca

Observation 612aef25-e8f6-46a5-a1fb-2fb7a3eb0fab · outbound

This paper cites Xiaohong Chen.

Enhancing the Merger Simulation Toolkit with ML/AI Xiaohong Chen

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.344199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.692694Z digest=sha256:a436475e447a55fa4d88d698b67dab6727c4de2437fefa9bcbb1b2fbe803e3bf

Observation 8923f331-b92a-4a36-9c53-dc192bb3d8a1 · outbound

This paper cites Federico Ciliberto, Charles Murry, and Elie Tamer.

Enhancing the Merger Simulation Toolkit with ML/AI Federico Ciliberto, Charles Murry, and Elie Tamer

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.328988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.697116Z digest=sha256:a59d029787d34084d828ab49659f86acf52d5a7b4fa6cbf1da5456f77ac327d4

Observation c53cd28b-47e8-468c-a005-0eda23530573 · outbound

This paper cites Giovanni Compiani.

Enhancing the Merger Simulation Toolkit with ML/AI Giovanni Compiani

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.299985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.706786Z digest=sha256:efb72747086117b534dceeb46c20f75d206beede78972d1c31a54f8e208bf733

Observation 58d1ac52-7985-4e16-a39f-354d4dda7089 · outbound

This paper cites an unresolved cited work.

Enhancing the Merger Simulation Toolkit with ML/AI Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:31:21.254833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.720739Z digest=sha256:083c254cafcf64e7837663148fa0677cce65b6c38e9d4146a13fa938f87b7e40

Observation a102e07a-e232-4e7c-b21e-8b89fbbdab67 · outbound

This paper cites Max H Farrell, Tengyuan Liang, and Sanjog Misra.

Enhancing the Merger Simulation Toolkit with ML/AI Max H Farrell, Tengyuan Liang, and Sanjog Misra

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.240054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.726014Z digest=sha256:b124dbda74624d03986dfecdd94377f4a9119a4ff3f0138e4eaef6e42b8643e7

Observation 320bf31f-f72c-443e-9ccc-f01cc2033c54 · outbound

This paper cites Deep Learning for Individual Heterogeneity.

Enhancing the Merger Simulation Toolkit with ML/AI Deep Learning for Individual Heterogeneity

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T10:31:20.730747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:31:20.730747Z digest=sha256:7d199eb3940a3094ee245a34ed6c5eba7040aa8d17b453c480f76703d31f57de

Observation 5d0af120-af98-4ea4-a0c6-9a4eb3087508 · outbound

This paper cites Sture Holm.

Enhancing the Merger Simulation Toolkit with ML/AI Sture Holm

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.224191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.735897Z digest=sha256:e17635a345f2a7a5544790bb7ee8c0dbe35710061d92d153ba2a48e54d1eb1ad

Observation 0d6ed8f9-356d-455e-902e-8ae5e2d43d49 · outbound

This paper cites Tetsuya Kaji, Elena Manresa, and Guillaume Pouliot.

Enhancing the Merger Simulation Toolkit with ML/AI Tetsuya Kaji, Elena Manresa, and Guillaume Pouliot

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.178959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.750151Z digest=sha256:7c4c2ac94c227049f04cc76813e760963448e675f68875337f8ece16b8357508

Observation c25a748a-30c3-401c-a4d9-1d88e3db7b41 · outbound

This paper cites Pauline Kennedy, Daniel P O’Brien, Minjae Song, and Keith Waehrer.

Enhancing the Merger Simulation Toolkit with ML/AI Pauline Kennedy, Daniel P O’Brien, Minjae Song, and Keith Waehrer

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.164608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.754804Z digest=sha256:ac3dd0e5d985c86a918bdb37bad769e6c3319efa4bb3112290cfa6fe6b4c3549

Observation 53c8289a-4bb3-4ac0-b1ac-760e26b70a6d · outbound

This paper cites Adversarial Generalized Method of Moments.

Enhancing the Merger Simulation Toolkit with ML/AI Adversarial Generalized Method of Moments

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T10:31:20.763714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:31:20.763714Z digest=sha256:03bff03316336779a8a4844f7be71005b12924b1ef8ae2e252e03caa3a577806

Observation f0434106-4506-45cc-9b93-92c5bba2fcf0 · outbound

This paper cites Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, and Zhaoran Wang.

Enhancing the Merger Simulation Toolkit with ML/AI Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, and Zhaoran Wang

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.132056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.768604Z digest=sha256:6ae6942fb0ee0e8abc050db402f89e806848bf94dc0188f1c4dbee161560dda9

Observation 2a597e6a-30a9-44ae-b903-1a13e76c4227 · outbound

This paper cites Nathan Miller and Gloria Sheu.

Enhancing the Merger Simulation Toolkit with ML/AI Nathan Miller and Gloria Sheu

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.115683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.773512Z digest=sha256:f4b65140405862edf7845cab911935c8d8c93587bfe0dd00acd20ead42b35e3d

Observation 01e45b4b-e49e-4975-95b9-240a38cd146d · outbound

This paper cites Nathan Miller and Matthew Weinberg.

Enhancing the Merger Simulation Toolkit with ML/AI Nathan Miller and Matthew Weinberg

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.099109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.777761Z digest=sha256:75fb3732d1d2f0c8626d0bdaf6d5b3fd95d70e93dbf05471cb1536f70d976d44

Observation edc73f7d-db17-4a2b-bb98-b1ea445902cd · outbound

This paper cites Ross Morrow and Steven Skerlos.

Enhancing the Merger Simulation Toolkit with ML/AI Ross Morrow and Steven Skerlos

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.082381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.782858Z digest=sha256:f56382cb0e0a9055e51819e512b98d6a71497bd5abf6b2ffeb570bd23646d3be

Observation a4ae28b7-8d96-47b3-bc42-4374261ffc8f · outbound

This paper cites Robert Porter.

Enhancing the Merger Simulation Toolkit with ML/AI Robert Porter

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.035331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.796589Z digest=sha256:97d92cad15d5c84342ac087b8130392d18e3a49f69eb36d1f5083211138c2561

Observation 58b14c24-cf16-49e3-bc69-c75c8d901191 · outbound

This paper cites Joseph Sill.

Enhancing the Merger Simulation Toolkit with ML/AI Joseph Sill

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.018096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.801353Z digest=sha256:72b014a4a86013d74b2b69e30fa4fa43eec264b3d1ce53c56abe3f3e9a52199c

Observation ae3647c1-1cc8-4c52-992a-e9b7e4fbf87d · outbound

This paper cites Gregory J Werden and Luke M Froeb.

Enhancing the Merger Simulation Toolkit with ML/AI Gregory J Werden and Luke M Froeb

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.968702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.816414Z digest=sha256:530563bd23643118c4586545e1825afd2dd434e7662e7416b555659a5d284149

Observation f078c01c-1bac-4884-a90a-aef9d7fafd71 · outbound

This paper cites & Org.10 (1994),.

Enhancing the Merger Simulation Toolkit with ML/AI & Org.10 (1994),

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.952721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.820801Z digest=sha256:40ebaf9f812fed2ff4161721522dd842f741b2ea13df834347a545f212515c95

Observation 6d2a0526-195b-4a35-8979-ba13713fb8e4 · outbound

This paper cites Seungil You, David Ding, Kevin Canini, Jan Pfeifer, and Maya Gupta.

Enhancing the Merger Simulation Toolkit with ML/AI Seungil You, David Ding, Kevin Canini, Jan Pfeifer, and Maya Gupta

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.937425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.825087Z digest=sha256:13e437cdd6ee26cd64e1c8ad3cbaa71e8907facfb6994deced35b5b21685e0d8

Observation 6f344372-b2a0-498d-b100-c36255c9080e · outbound

This paper cites Zhe Yuan and Panle Jia Barwick.

Enhancing the Merger Simulation Toolkit with ML/AI Zhe Yuan and Panle Jia Barwick

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.920388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.830523Z digest=sha256:3367ace65a2961d1bd19d733bc9fbed8d849cddeb139bc51c9818354687c155f

Observation 2fd651ab-ea59-4687-b5be-87d842435f28 · outbound

This paper cites Harold D.

Enhancing the Merger Simulation Toolkit with ML/AI Harold D

Reference 45

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T10:31:20.903584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.835026Z digest=sha256:4422869c4f2db6a9f454d362e14cd1eacc69ecc510654cba26d0fd9a6905f59b

Observation 6171fbc5-5e51-441b-917e-2b2b6cedee6e · outbound

This paper cites Han Hong, Aprajit Mahajan, and Denis Nekipelov.

Enhancing the Merger Simulation Toolkit with ML/AI Han Hong, Aprajit Mahajan, and Denis Nekipelov

Reference 1979

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.209321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.740372Z digest=sha256:d37cb0fa4fbc77626a2014d19f2f9c7aed7a91fd2cceff180b69276d38569d80

Observation fc4fb521-90d1-47b2-a446-69f90acb69a5 · outbound

This paper cites Steven T Berry.

Enhancing the Merger Simulation Toolkit with ML/AI Steven T Berry

Reference 1992

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.417911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.534513Z digest=sha256:ed8b4da8265863dead9f12cbc6708a06c117a39055b9e094530cb5402e15041c

Observation 9b249e15-d994-4b01-b6bc-4755519dfc58 · outbound

This paper cites Steven T Berry.

Enhancing the Merger Simulation Toolkit with ML/AI Steven T Berry

Reference 1993

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.431915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.528210Z digest=sha256:365f05b711b4f05f41aa1d9c9209dac8058c5739dfc20e223c668b9dd9a8fbff

Observation 84fdb42e-9aa7-46bb-b532-7686c94442d3 · outbound

This paper cites Steven T.

Enhancing the Merger Simulation Toolkit with ML/AI Steven T

Reference 1994

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.403532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.540278Z digest=sha256:3d07409cbeaa21998660707d4e342c7088580748d7bc99f99096a9e41dd1231b

Observation a67dff50-deb0-49a8-b249-b38a70df7631 · outbound

This paper cites Steven Berry and Ariel Pakes.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry and Ariel Pakes

Reference 1995

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.447110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.523119Z digest=sha256:92622d41c7ec11f7da3e331b89200bac679ae55b37642324a9e0c9d2ca99869a

Observation b9a1322e-0f4d-4250-95c3-103c7f262c14 · outbound

This paper cites Antoine Wehenkel and Gilles Louppe.

Enhancing the Merger Simulation Toolkit with ML/AI Antoine Wehenkel and Gilles Louppe

Reference 1997

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.001741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.806237Z digest=sha256:86b4a58adf50d649fbb35a2baf6e9feae2227644bef4505be93a6c4f7a659503

Observation 3722482c-9d59-42d4-9cca-3e57a87cfe10 · outbound

This paper cites Taisuke Otsu and Martin Pesendorfer.

Enhancing the Merger Simulation Toolkit with ML/AI Taisuke Otsu and Martin Pesendorfer

Reference 2000

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.051467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.792138Z digest=sha256:27c8b48afb228ec51441c772803d6b5fd65e342e819d1cebc4104ddf1e8a1445

Observation a6c65142-fa77-471c-92ed-ef8955732512 · outbound

This paper cites Jose Betancourt, Ali Hortaçsu, Aniko Oery, and Kevin Williams.

Enhancing the Merger Simulation Toolkit with ML/AI Jose Betancourt, Ali Hortaçsu, Aniko Oery, and Kevin Williams

Reference 2006

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.388180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.676402Z digest=sha256:157b1ca8369ae12a48e6096f5dc378fa263b1c2404634a5643b8ef1ec5f916fa

Observation a334ba64-abba-4e39-9b64-36f54d9a7344 · outbound

This paper cites Jiafeng Chen, Xiaohong Chen, and Elie Tamer.

Enhancing the Merger Simulation Toolkit with ML/AI Jiafeng Chen, Xiaohong Chen, and Elie Tamer

Reference 2007

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.359047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.687773Z digest=sha256:7d1597adeb1e46e92e933f270c8c3ead3d8e779c71cd3c8679c692245f026d07

Observation 6402fc7a-5ce1-4022-a313-639b4ae228c7 · outbound

This paper cites Andrew Bennett and Nathan Kallus.

Enhancing the Merger Simulation Toolkit with ML/AI Andrew Bennett and Nathan Kallus

Reference 2010

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.507549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.496501Z digest=sha256:c98c23afed8daf170719c402e1ffa03b7da22765eddaded89e0ab074f1f0a407

Observation 9a784a12-4461-4cd4-a34a-d613b6a11aa7 · outbound

This paper cites Aviv Nevo.

Enhancing the Merger Simulation Toolkit with ML/AI Aviv Nevo

Reference 2011

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.068098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.787535Z digest=sha256:ca1b06daf2ab6e3dfdc33dfbea5525e86855ebf41d3880fecfdd33341e5b19b7

Observation df89f6d1-3684-4188-97d2-8302993b1d57 · outbound

This paper cites José Azar, Martin C Schmalz, and Isabel Tecu.

Enhancing the Merger Simulation Toolkit with ML/AI José Azar, Martin C Schmalz, and Isabel Tecu

Reference 2013

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.539215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.486325Z digest=sha256:aa88f82aa1ca417824c13e6b824e413515d87f35053457750842630f32a281e8

Observation 7ee2656c-98da-4435-8159-45900c1e9480 · outbound

This paper cites Steven Berry and Panle Jia.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry and Panle Jia

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.477136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.508601Z digest=sha256:3ddbc2b525c7c64e24dbab00d4ffcdf8dd4714ca03e57aee2d94064d84d97fe2

Observation 8ba55c87-2d6c-4347-90b2-0d0711d963c5 · outbound

This paper cites Harold D.

Enhancing the Merger Simulation Toolkit with ML/AI Harold D

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.193857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.745531Z digest=sha256:ce6523e59d5d420e5bc5a91834e950cccdc17ef6a1a19db35db90c1535c0e48c

Observation 26148094-3ff6-44ab-a2b7-e5cca9819aa2 · outbound

This paper cites Greg Lewis and Vasilis Syrgkanis.

Enhancing the Merger Simulation Toolkit with ML/AI Greg Lewis and Vasilis Syrgkanis

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.148172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.759108Z digest=sha256:45f91b9b4feb74198936ca558881b52f8a9e14730aad3ddf107f91fc53543839

Observation 748b85df-6db0-4162-b59d-b17f7f4a0d73 · outbound

This paper cites C Lanier Benkard, Aaron Bodoh-Creed, and John Lazarev.

Enhancing the Merger Simulation Toolkit with ML/AI C Lanier Benkard, Aaron Bodoh-Creed, and John Lazarev

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.522715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.491663Z digest=sha256:9a8bec9503da1e494618d6d8907214c28275afaa767c485ce6bac881fa29899c

Observation bbbfb593-fd49-4db9-95fd-ab3600e9428e · outbound

This paper cites Yanhao Wei and Zhenling Jiang.

Enhancing the Merger Simulation Toolkit with ML/AI Yanhao Wei and Zhenling Jiang

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:20.985387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.811686Z digest=sha256:0ab81db728ab0ca6e4578fff84cec7430923937b56b17853c243e360cda95a8c

Observation 409fca1f-ff38-41dc-b774-5df9eb115d0d · outbound

This paper cites RAND Journal of Economics51, 4 (2020), 1108–1161.

Enhancing the Merger Simulation Toolkit with ML/AI RAND Journal of Economics51, 4 (2020), 1108–1161

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.270119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.716332Z digest=sha256:b3ea16bbc1b27744ea81f0deadcb57618cb042391897afd1c53caee3035490df

Observation 0cefadb4-b6ac-4d14-b26b-08c1575d8742 · outbound

This paper cites Federico Ciliberto and Jonathan W Williams.

Enhancing the Merger Simulation Toolkit with ML/AI Federico Ciliberto and Jonathan W Williams

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.314077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.702120Z digest=sha256:06919e0cc3f756094693cae9b15a2903eac9a3768565416da4a81e7035cb3555

Observation 42e5101c-af7a-4746-afc1-dd721cb52533 · outbound

This paper cites Christopher Conlon and Jeff Gortmaker.

Enhancing the Merger Simulation Toolkit with ML/AI Christopher Conlon and Jeff Gortmaker

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.285152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.711637Z digest=sha256:6ed796350ca5fa00cf075563423a03d8ca06d12872f436b2d75080bee71e5070

Observation 70528c03-2852-41c6-824c-ed6d378ce39c · outbound

This paper cites Steven Berry and Philip Haile.

Enhancing the Merger Simulation Toolkit with ML/AI Steven Berry and Philip Haile

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.492615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.502853Z digest=sha256:1339db252f17e063851c6d169d13ff6b3a57b9c44ea8ad626593ebf31ef55333

Observation 87b82e34-251c-40bf-bee0-95a9088ff641 · outbound

This paper cites Orley C Ashenfelter, Daniel S Hosken, and Matthew C Weinberg.

Enhancing the Merger Simulation Toolkit with ML/AI Orley C Ashenfelter, Daniel S Hosken, and Matthew C Weinberg

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:31:21.553635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:31:20.481044Z digest=sha256:349f6e501172a4b5e311e3fde90ed2b77ee4e9786c13c83cce57ca792b0a6b0d

Pith citing papers

No inbound Pith citation observations are available.