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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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.516410Z digest=sha256:c47d0285976c8dc11386ca71b187530244cbf4d5fd4cb17ea9b343cbf319b3f8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.682230Z digest=sha256:8fa0fa1f7eb5aa9040be830d10ea38783903ce363319d0261d554e8d635749d9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.692694Z digest=sha256:55314d4f254d6094f0b9d8e2cd29295fec9d3b38874c30410001071d6bda9741

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.697116Z digest=sha256:c481e99bedde16ac95fafea4f7c78106527c5dadce995c7efd6d1caf9be051ff

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.706786Z digest=sha256:254367809bcb963920603566cf4e059039aafab7c9fba941f5af8fe6f047bd8d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.720739Z digest=sha256:c7487f7bb8fd6cc0afd8a70c90bab5d4168af959def6342649405864baf72a61

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.726014Z digest=sha256:44adfb9e21d4ed7303205358a4dbefe2f9da1d7bcc7a3a4f8f687d4033ef739c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.735897Z digest=sha256:0123c8232a71f68f7049b1f701b3ae8ee3bdebb9498b7c2df6b5aa5a812fe237

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.750151Z digest=sha256:64fd40cc43193e6ddba09444399bd4ed882ed8a3a082c39a448e4f9287db2a21

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.754804Z digest=sha256:41d1932707dbef87d59686ab9114e85b6df2ff71882f88ebe8b54e8073a82d70

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.768604Z digest=sha256:19f08fc1238d913e1c85d2cd7e21c5901a5b2570e6e9a36dbf086018c42d9e23

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.773512Z digest=sha256:559a7af21f8959d71dfd00a6ebc55b4c4cd60555079289877641eaa57996cd77

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.777761Z digest=sha256:2e64dd4ce252699d2641190887612ec8effb561673d64d38f4ae9321e88928bf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.782858Z digest=sha256:ffa8d3934c3a28d0014be4a157fab194f482142a0ca2b666f59f37902c47303f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.796589Z digest=sha256:d466aa524026408eff6a25b24d574de67621f9ac4a6161fc5ceeba65ffe26827

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.801353Z digest=sha256:df75435d821d7215a644ebb97051e2af30e0b58bb64859c1082635c9b9c3ca9e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.816414Z digest=sha256:60a0020a2a1aaf481c0b89e7d687ad34d2725f845e7b78e62dab99548ab3edcb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.820801Z digest=sha256:389907c43bd43bde3edeb4fd4a4e542a4097665d2e1501c665e2c0c6b73b9c27

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.825087Z digest=sha256:b967994a74d1b293d13b99f6ce78a3f339d4b91a4eb5bd5626b8f9a2b964b7cf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.830523Z digest=sha256:e5f4dfd120cb00dc2b4617e28665955eb3504975d9c602424c3f824c67a009f4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.835026Z digest=sha256:37712932e094bb8b1cb9490ea11b9b9c43ff4377dae52289d843ad977971d146

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.740372Z digest=sha256:7694d7c5076615e3d925934a2e740f289a972104a722999de4d1330b861eb134

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.534513Z digest=sha256:6c096a08da8b55987b83275c52e24c55ddf05af4734853cdd5c5c89b3e95dd77

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.528210Z digest=sha256:9dd8f438f807bed882ee779234bf178b8131430c566886e61640e23e327d18c8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.540278Z digest=sha256:9f5f6643d6cba556b915497ce9c8e221acfbaddfc636b60bf57f8e3d7423341c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.523119Z digest=sha256:f993a6b2d4a248f3a551667500aaeb1c735bb8d12a1d186faed584f43d0bd7fe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.806237Z digest=sha256:e11a4af785d0127b3c7df39bbbcbc74df0be80ec080ed5caa457c733570851ee

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.792138Z digest=sha256:f51432c7e5ebcc06346bed5f1c5eb37decb8073a0ed8a0a7249af937f517222e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.676402Z digest=sha256:cc4dec2d6ef28a7093d7e8159b67c78612dede506cefa7a851f3dd44780637de

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.687773Z digest=sha256:21b749ebf20f6d1e9ce0ff699140062a2bd0e5dc0c9bf052a70f707984cef30e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.496501Z digest=sha256:43c45bfe2863d2bf1742b57723a956033d6293a597e57ed03c3e285cb7d22f24

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.787535Z digest=sha256:ec022e8594654393a6c2be875af3010bb6666f2a1708b7dbff04ace982aaea80

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.486325Z digest=sha256:c47d7c9cc22055dc83ac70fd1ecb2d5caa76bd374934676797402f53449a5581

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.508601Z digest=sha256:dbcb3e18a9512ef0df04e5c799b7ba2207a5ccee8e14d71e0dfcfb658dce910f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.745531Z digest=sha256:6bb4702546e27865ea93ff7707bd88291b643ef2891c5e28d930d018e1266dcb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.759108Z digest=sha256:614771756b7b48d0f56886f1f48fa2801b2e97f626349af594c47941b5323fd8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.491663Z digest=sha256:2a5fc451a0df4aa136c18febd65514c04f126453ddd955e97b1688fe0a08dd53

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.811686Z digest=sha256:6c28ba3b4d4f70e7893346ff1cdb54802d6803cae9c7550c97c8dd63ab8f967a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.716332Z digest=sha256:36fc4566104cd70cc342dd29e72137452b3c62105b3b576ef6f5c61fea97ff35

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.702120Z digest=sha256:a13f74ce138d4686e560779cbe9cd834ceb99e532ec36ba04179a1b8211856f1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.711637Z digest=sha256:7114fc34c8d614cfaa7ba6f310e0f1d8420a306cd5dc0a31e58b95f953e1e9ad

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.502853Z digest=sha256:150f39fb326dff3e375d86db02c90275a04db82b0c8e35ce5df729c5efbe822d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:31:20.481044Z digest=sha256:eaa1903f7261c863c8e943d5b546a4ce6d95d29d4147c5135ea19a471286d658

Pith citing papers

No inbound Pith citation observations are available.