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Paper Citation Record · LEDGER

What Makes a Peer? Valuation-Anchored Similarity in Private Markets

As of 18 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2608.12594.

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

pith.paper-citation-record.v1
2608.12594 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:09:56.849697Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

24 of 24 outbound references displayed

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  • verified fuzzy14
  • unresolved9
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  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3c50bd16-65da-4213-8571-4dd3f3ecc0c8 · outbound

This paper cites Private equity — global private markets report, February 2026.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Private equity — global private markets report, February 2026

Reference 1

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raw_fallback, observed 2026-08-16T00:09:57.103886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.766258Z digest=sha256:8bb170b3bf01bb96b5df1011feacd741ecefc5783cd6708d940c4f55a0042901

Observation 0f1d13fa-a838-4d7e-924b-4341d3c81e65 · outbound

This paper cites John Wiley & Sons, 2011.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets John Wiley & Sons, 2011

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.771035Z digest=sha256:7d83163730004482352f798f0451abd7058fc72560b4cea4ff74d854b94c3b30

Observation 7d75bd92-5169-4366-86ce-0942edbb8e28 · outbound

This paper cites Supervised similarity learning for corporate bonds using random forest proximities.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Supervised similarity learning for corporate bonds using random forest proximities

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-16T00:09:57.080683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.775131Z digest=sha256:af68b609f7035a4252848b207755daa12189bfd6770d28eb047032cf038a4cd1

Observation aee58995-aeee-47dd-a81b-a65f0b664411 · outbound

This paper cites Relative valuation with machine learning.Journal of Accounting Research, 61(1):329–376, 2023.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Relative valuation with machine learning.Journal of Accounting Research, 61(1):329–376, 2023

Reference 4

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T00:09:56.779011Z digest=sha256:88c8384d276073fed941805b521f92b0ae08e9215ecdc3ad2a9e7c6ba8e8688d

Observation 3f19986d-99b9-47a0-84d9-cc308e4f0d2c · outbound

This paper cites Machine learning-based rela- tive valuation of municipal bonds.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Machine learning-based rela- tive valuation of municipal bonds

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.782834Z digest=sha256:376bddb96e819e764659f07ebd6060f4ac8ae57a2d4b8c843a1e43befc481507

Observation 2026474a-7adc-4d61-a7bf-bf9afee934d9 · outbound

This paper cites Supervised Similarity for High-Yield Corporate Bonds with Quantum Cognition Machine Learning.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Supervised Similarity for High-Yield Corporate Bonds with Quantum Cognition Machine Learning

Reference 6

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T00:09:56.787316Z digest=sha256:20b0bbbd25e2e2de2a1541b1ef79cb2064e45ec3d1425e51e3f7dc5193be7b33

Observation cf395311-4fbc-420e-9277-bfa1d18de5e9 · outbound

This paper cites McCarthy, Xiao Wang, and Kun Zhang.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets McCarthy, Xiao Wang, and Kun Zhang

Reference 7

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doi, observed 2026-08-16T00:09:56.881346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.791615Z digest=sha256:7230d9f35d60fbd52cc18e57a93c9dfd81bfc091f976a33477ace675cc22909a

Observation 09fb702f-9109-4fb5-b5ce-d66e52870e4b · outbound

This paper cites Companykg: A large-scale heterogeneous graph for company similarity quantification.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Companykg: A large-scale heterogeneous graph for company similarity quantification

Reference 8

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raw_fallback, observed 2026-08-16T00:09:57.057259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.795866Z digest=sha256:a02390f7625faab89e786a81c6d07ec997e9a96ebe72e7c42445a05c3702f1cf

Observation c559a339-1acd-4566-a621-d39bc4ce0606 · outbound

This paper cites Company similarity using large language models.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Company similarity using large language models

Reference 9

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raw_fallback, observed 2026-08-16T00:09:57.046023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.799975Z digest=sha256:c4c7fac4a568c6d4d5ebcfa06f6af85b9fa82ba0c37676c1a37017db4a0fdf57

Observation 38a1e02b-d988-425b-a14e-f5511517fd61 · outbound

This paper cites A Survey on Metric Learning for Feature Vectors and Structured Data.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets A Survey on Metric Learning for Feature Vectors and Structured Data

Reference 10

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source=pdf_text observed=2026-08-16T00:09:56.803403Z digest=sha256:ef44ff0dc31d50ddf3ba198f0d3bf4cb7c5c1e268ae222b38e4574fb2c349477

Observation 41b1db5f-18e1-43b0-b6bd-bb9f0c8f432d · outbound

This paper cites Random forests.Machine Learning, 45(1):5–32, 2001.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Random forests.Machine Learning, 45(1):5–32, 2001

Reference 11

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source=pdf_text observed=2026-08-16T00:09:56.806484Z digest=sha256:1f4cebfdd25134c66fc1ef5055d574108b7b00e8561aadec8fc72bf20b457a1f

Observation e33411e4-a663-47b0-8db5-1f16d15cb00f · outbound

This paper cites Geometry-and accuracy- preserving random forest proximities.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(9):10947–10959, 2023.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Geometry-and accuracy- preserving random forest proximities.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(9):10947–10959, 2023

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-16T00:09:57.027773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.809201Z digest=sha256:81345ba7acf97cbfbcb65bff492360b557fc5626ea81b953ab0ea31a1c208ed5

Observation de20bd27-a1d8-4527-94a4-a71c9248a9d5 · outbound

This paper cites Supervised similarity learning for corporate bonds using ran- dom forest proximities.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Supervised similarity learning for corporate bonds using ran- dom forest proximities

Reference 13

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raw_fallback, observed 2026-08-16T00:09:57.016746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.811858Z digest=sha256:4335b146ef93d19355fc006a092a088ee7e017236d5cbd82ad04a9ed73cd476e

Observation ca3cae44-c8cc-4b92-9337-07fbdbf5df8e · outbound

This paper cites Distance metric learning with application to clustering with side-information.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Distance metric learning with application to clustering with side-information

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.814919Z digest=sha256:fedb50858d2bb01d66e7b2080a7557af067c3c62299ef455f2040e214cb5caf6

Observation 5783a99c-e19f-4fa7-8aa2-4c376037728b · outbound

This paper cites Distance metric learning for large margin nearest neighbor classification.Journal of Machine Learning Research (JMLR), 10(2):207–244, 2009.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Distance metric learning for large margin nearest neighbor classification.Journal of Machine Learning Research (JMLR), 10(2):207–244, 2009

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.817900Z digest=sha256:8199a939328c68f04f678c2432a608769ea8589b0ea34c9e16d046e71c66a2c9

Observation 998d483c-36a2-4121-822b-7749349dfb68 · outbound

This paper cites Lundberg, Gabriel G.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Lundberg, Gabriel G

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.821199Z digest=sha256:c619c1cf80d7046944f7e1f2ba0520f58473f564cde38986164cd942442c775a

Observation f12f8835-e8e8-4d33-a1f6-fa79470f0681 · outbound

This paper cites Clustering and similarity learning in financial markets: A tutorial for the practitioners.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Clustering and similarity learning in financial markets: A tutorial for the practitioners

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.824244Z digest=sha256:5903f992c4b39a50443dfc46e99eec194f669bc29feeec8b74cf21d5c3a39735

Observation 955f4ca8-209f-4235-b134-e79daf4af6c1 · outbound

This paper cites Friedman.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Friedman

Reference 18

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source=pdf_text observed=2026-08-16T00:09:56.827638Z digest=sha256:089438377fafd4098eaf4a8b3f2fcfb384d88ac0f99a3f1a1d6276c3378da502

Observation 8e32b626-cb29-4128-8c25-a7711d913648 · outbound

This paper cites Catboost: unbiased boosting with categorical features.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Catboost: unbiased boosting with categorical features

Reference 19

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source=pdf_text observed=2026-08-16T00:09:56.830807Z digest=sha256:baeecf4a34a4fa137ae5c497b0d4be06ccd8754ff1b3515b370d93e8ef1da4f2

Observation 0aee0cc6-394b-4d86-b1df-64bf01c8d219 · outbound

This paper cites Optuna: A next-generation hyperparameter optimization framework.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Optuna: A next-generation hyperparameter optimization framework

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:09:56.834101Z digest=sha256:d40079da45f42ca5feb1861b195e0a865c3c443ab6c29d9986e0ccd77be8e417

Observation 9e30daef-a7ef-4020-9e13-e88ba92eb796 · outbound

This paper cites A tutorial on conformal prediction.Journal of machine learning research, 9(3), 2008.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets A tutorial on conformal prediction.Journal of machine learning research, 9(3), 2008

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:09:56.837718Z digest=sha256:092178d76bc9c24fec78cb2a7e116676721b63e5d4c990035d179c83e4a1ed6a

Observation 0544f7e0-ce17-463c-b5ab-75b71ed509ea · outbound

This paper cites Similarity-based conformal prediciton using random forest proximities.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Similarity-based conformal prediciton using random forest proximities

Reference 22

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raw_fallback, observed 2026-08-16T00:09:56.938399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.842267Z digest=sha256:c116b32a0c490b79a57223701fe12e9a10677a26c3b4eded76386bd586fd4355

Observation 7241194a-d398-4dd1-8339-039810602d89 · outbound

This paper cites A unified approach to interpreting model predictions.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets A unified approach to interpreting model predictions

Reference 23

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raw_fallback, observed 2026-08-16T00:09:56.928314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T00:09:56.845949Z digest=sha256:0b3a5d66b63d4e28cb58e4708c0afe4779e4c18ba0da36ff3e3a48b5625ad98d

Observation 1a62e546-c9d0-40d0-865e-3edf3144776c · outbound

This paper cites Fast TreeSHAP: Accelerating SHAP Value Computation for Trees.

What Makes a Peer? Valuation-Anchored Similarity in Private Markets Fast TreeSHAP: Accelerating SHAP Value Computation for Trees

Reference 24

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source=pdf_text observed=2026-08-16T00:09:56.849697Z digest=sha256:7dfef3f13d81dd62fd1b4e9e72ba42334173bbddfd4eebe867f54738ed291975

Pith citing papers

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