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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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.516410Z digest=sha256:9a0705d0eb12bac245066fbcb57f66ebe1047b237ec151331ca4e005f5bcbb48

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.682230Z digest=sha256:4b47c8c8802a24dd0b9b650965e16545a52d7b79f67081129a1250c9f2d40054

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.692694Z digest=sha256:6205176fefeec2f933e293ab5552f647af470640e7116be2aa4f727f5ea39b8d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.697116Z digest=sha256:9e7070965d8e834b37f961ecb0384df9d16a9216984b05fc1c6245bc230dc754

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.706786Z digest=sha256:efae00ee0e83a1a4826c8128eb62a5d90b5ccbab0cda74bf4eed1dbfef2b7313

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.720739Z digest=sha256:2a7be84af11325e89c6b7e30b7ddd9c35d477976a93edbaa7479db72053467cc

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.726014Z digest=sha256:b942531628bf4d007587730b3a908cb30c9df2a13d93104df5a063c26391c177

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.735897Z digest=sha256:4258cd397629f1e753272b262975386ef6cb7004663bbf15ffb699b948203309

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.750151Z digest=sha256:299ae4e6c7f117c47eba0e7331a31c51f55ac5b34fb10db92e85d4c3d9c71fdb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.754804Z digest=sha256:317f768bd25ebbb91c6c58c11071760ab24315270b676a9a65be2444dc4e932f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.768604Z digest=sha256:93c73b2af353724d692973a43a2763f7550037de0a032fa560f2591bfc062c4b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.773512Z digest=sha256:36b284f9111f843fbe6046237ca8c18c8867101da8fbba1a942bb0d4fa8cf028

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.777761Z digest=sha256:1f69ca84c1b4f90f7ab66fcda8fd747da658f36d05be48e3a0c74bf4b58340da

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.782858Z digest=sha256:28d97253eb7e6dfb7912bcf1d5c2658db17d0a5cd56feac10c2c0c9343c5551c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.796589Z digest=sha256:f279ef55660bcac481b40c3ded3334a27558a4e182bd2b998a42090d648bdcd5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.801353Z digest=sha256:2f519399d02ed309a68267609b6803ccf1d59ac0e340e65999096126dbd27890

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.816414Z digest=sha256:9effc628e7cb567e4019a8e0ddd2f61d4b289c470f2d64e3033a3116d0a86104

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.820801Z digest=sha256:b74ef338d2de5255447db69e2b5d9984e832b98d6181b6f2e13c70cfd26fb88d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.825087Z digest=sha256:677ca14cf95ca21721b54f219c9b3e3ec558c055ad91dbe36127b073d4f2d5bc

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.830523Z digest=sha256:71232c8bcc9d3014468d7cfff5bec693d6ecc5b350ba1c7a223bc376e8635f61

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.835026Z digest=sha256:a762b27892a96e171e6be1a592623723f546d1e13dd13473ed9abbb2c5225048

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.740372Z digest=sha256:faabd6c535d8199e993d52edc0e74484aa30c7dd0055da379b16cf5ef4338100

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.534513Z digest=sha256:b66159d9ad8a18bb80abe3f99f4e96d8d7d52539a4200539721f1bd880de8971

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.528210Z digest=sha256:7cdb779b41e18e954193f09c26d80e2aa7b652780922f809a3cb7f22f34806ad

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.540278Z digest=sha256:426d7391b7ae45439fda38bdd95eb5af24958bd3b7bf047d094998e87535e0d3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.523119Z digest=sha256:60ff5df7a75fee58bee7a5652c556606720885a96fc117c3fa5898a462972087

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.806237Z digest=sha256:08f03f9665303133db11cb252dea912773a6eb34f409f36a6327a12d17809918

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.792138Z digest=sha256:d3f1d6b2ca15f97f9068932d39e2236051d65ac8e84cccae15d1fc9119b7c731

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.676402Z digest=sha256:f3efbacea6f52567ff504d8c9eb0f61e5e6b9a1699223d449d41a45fd4e5a37e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.687773Z digest=sha256:afa5ea76ae34a86ab7b63f4c40f9cb0bd9a69b6cc68df5517c1647c36bfd6580

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.496501Z digest=sha256:f8de3ce2fa4add2e71b1a79c3d627021f9707c028481b4f090cb324308329553

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.787535Z digest=sha256:b8d3a26fb573f73f9ad87181242ed5d9ac776b27bb46ade9d2690c377db7d0dd

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.486325Z digest=sha256:76897d5de687509a5d458bf54789861f0d083d5ec8b3c713abfbbe1dc02bfe29

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.508601Z digest=sha256:cbd34eb4f62c51a1a1bd5ecf7dc5e87d0523402a20698d7823d3a00114007498

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.745531Z digest=sha256:6ffa7c6557ec1e06a1885c8aeef2a0e58647c8c442600201ecfbbbecd2a0f1c7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.759108Z digest=sha256:ae5cb2d9fd01d03e5759d438d6a1f68a919d4d40c13c8312c3a7cabee7ae2f53

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.491663Z digest=sha256:247d5c4f6023a4a0d12a1f3fea0f7310e65c830a613d924b37ff7a30fd4115f7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.811686Z digest=sha256:c47e240427c253569cb2ce9697a1564db28529bb757d95f4e97d9e5377c3f2b1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.716332Z digest=sha256:b397a39334f7efe46bc8105c36c60210e83bdf664f60cb18dd85006dcd985aaa

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.702120Z digest=sha256:67bd245ad55fb0261d9c7b5f37c9c0a22c8ead025b4ca22512824edc84713ffe

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.711637Z digest=sha256:be12a4c41dea6b648e29fe3d8d626c77a8bed7b58153915e9396c9736c335abe

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.502853Z digest=sha256:edc6047156a349f82402b1ac45b6aed84a9932853e858aedb85d3acac4d389c1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T10:31:20.481044Z digest=sha256:cb0551b262fda337879d7348ef4867908273be707c867f4be87d6f1b31156c50

Pith citing papers

No inbound Pith citation observations are available.