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Paper Citation Record · LEDGER

Enhancing the Merger Simulation Toolkit with ML/AI

As of 20 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.516410Z digest=sha256:16a9f1f65fdbc7ea62361e85972d28af6369937303e3368cd8ff5af1025e03ab

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.682230Z digest=sha256:b837629cf69a99d915e3880d3780a62d6e2f8341198353f9450d09100034909d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.692694Z digest=sha256:2c65fda734bdc8467fc800ef2cae5f501bc76c5ea237a9959ae6576c93538a8e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.697116Z digest=sha256:2e1386955cf17851b032566be0f1653c2afdad9ec8efb7f11a4a6f9d672cc2fc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.706786Z digest=sha256:38cc221984298b6279bad27890024b73b2bdf57f609400a538a4091d3774c2f6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.720739Z digest=sha256:aebeefb868ee39e3e26d42f3a4b1945e3af6e602869e3db12fb9b28ec6e874f0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.726014Z digest=sha256:04bb5e9e7952ab8f72db469a1c1ae0de1089549be1c864d926ddca44933a90f5

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=sha256:47a5d4d1532d6d209a7dd2e9f4bef8f89bb635b58fb474865123df17259b7e32

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.735897Z digest=sha256:7758afb5c7c3ac7404992356e4c16a04a7a4e97294eecc6291daa6aeb6a0657e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.750151Z digest=sha256:5aad6d9b6b7dd7ee0baac3646a36cb29fde1607755f1e28ba0933962ab3123d6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.754804Z digest=sha256:20f7066459df7e99797d742dca708ac9264bc1b59045113cc296714d574d3338

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=sha256:10fe62ef23152dbee1d1b9c3f5e717c43898c01b48a4e235fdc2e6c35bf8a82c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.768604Z digest=sha256:5f787141a83ca27eab31bc5a105d9b9859ef2398d2d822bcac9796626d14683d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.773512Z digest=sha256:801cc3b534d86ffd93dfd5e75273b24dcaa29a401412a314d537ca9a9bed281b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.777761Z digest=sha256:4865aa7a4825a4c92f7e5ef2603eb1b59267b7bef2afc0d111c2b2238742f2fd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.782858Z digest=sha256:f3a1781fb35f393528d8f8faf17624f08aa2a1722986f88161c3890bd191291b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.796589Z digest=sha256:1c4e38590189128f0cd40332f06e066d079f19c73e2727831a7a850e094d7dbb

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.801353Z digest=sha256:beed5f0a8566c1e6c519098502d0af58deb934edf3f2e3c26568bd2687c68e0a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.816414Z digest=sha256:49b6b203f948b07c6cb93768df2091f2509c7142573562a4f0f1f70584e40110

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.820801Z digest=sha256:f9efb50c3c3d2a23246512142fd948799068b1f4615a652b2c41fb15e2ef850c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.825087Z digest=sha256:d734d23e10ba7932b6e59d4f76e24cfd2a6221c81e9cddd38fb60b16feceeb2d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.830523Z digest=sha256:af05198e28a3f2e9e079a7b1dc44a7599a192ecb5d1b634bbe2c283e0d445d7f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.835026Z digest=sha256:bfe0200aec1ae591dad99f108981a41271e6550bac11f44cc0bebdb9ce387689

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.740372Z digest=sha256:f63a5891e8316c8e887e14bc56126f4985ca3b58b080553ce43c58023174e709

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.534513Z digest=sha256:4c1f7b36311c597b6e86740ba2edc67b2e7c1901c39b601df015722075fb2271

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.528210Z digest=sha256:982d9f1e1d7eb111c730a22958e4a1af5c6e772ac74c5b0c034de8ed646945ee

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.540278Z digest=sha256:8094871030d6dea909504a4c252d68852eef60f964c6f4713c146e997b66aa81

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.523119Z digest=sha256:fc1475109f0446feea3995f7b0e4d7aaee830b4e2e6391a85f45851e661583ff

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.806237Z digest=sha256:28e2ec506bfb7ce6800fbc2b340e7d3997e3ebbecc91263e016264e2d0128105

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.792138Z digest=sha256:36f60b3136702affe37f4445e2be370bbaa9c17749106804b1e30544c97a651f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.676402Z digest=sha256:cfb95b4b2b0ec125e600bcbcb605a59c34ecf4de85907440c245b1243104b286

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.687773Z digest=sha256:647956c56c71fa1f9c8cbe4e116313d7b69a30956f54fae415b567e88e1614fa

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.496501Z digest=sha256:fbaf2cb8da96bc288831a8cfea98582a6ceab89463914f9a1f0665748f6b723e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.787535Z digest=sha256:6ea82ceb1406935905feb937213fc716d5b256f5e908d95354a476ae83f6b019

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.486325Z digest=sha256:2ea35c1f5fe15c8d425f7c858db76da513ed499f3a86c8995a476f502b359f93

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.508601Z digest=sha256:c88d1a8ccdcbf2ad76b65186d14da9341e3752d8e928329a324886a1b6c0b079

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.745531Z digest=sha256:83a66117b1e8ea16dea871c69ec8efadc2bd7af9922dffae799f0fdd5c03f9c6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.759108Z digest=sha256:a83ff1ea73e39dbac7cd5e636a6dc4ceed7988718a8fdcdd184859768d3d5598

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.491663Z digest=sha256:9386e05cd121f6e2971555ff0f5869157d9198ed418f58ff1bce988f74c1e55d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.811686Z digest=sha256:3a55d0dbc891c5ac1043cdc3e6b8b5683092c48e02c54e5ccfdc15bbd4eacd87

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.716332Z digest=sha256:8eac5b440614191aedaa07f48967181a04c9472b7ad1daf19dfc745dc4795096

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.702120Z digest=sha256:7f56b523c0fc8ec1e5a431f7da2389bb56299068c38f93fd391231e3c1e1b1ba

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.711637Z digest=sha256:e8d47afd9f5a67bca3c7a6e855279daed831c6747d805b995e885953d11ac01a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.502853Z digest=sha256:3a5673675857b15de886514518b26b09cdb9313f8d2ddfc5bb2f18a4dac1f353

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T10:31:20.481044Z digest=sha256:513a2f8ed4caa84629b2be5b0e46b0f2ded6ac63ea85be6474d381c76c00c717

Pith citing papers

No inbound Pith citation observations are available.