Paper Citation Record · LEDGER

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

As of 16 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 2026-08-16T06:30:59.297886+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

verified exact1
verified fuzzy14
unresolved9
parse uncertain0
malformed identifier0
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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:09:57.091974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.779011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:09:57.068716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.787316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.803403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.806484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:09:57.006452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:09:56.995506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:09:56.984400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:09:56.973958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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

This paper cites Friedman.

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

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.827638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.830807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.834101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.837718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: verified fuzzy; 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 2026-08-16T06:30:59.297886+00:00.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T00:09:56.849697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.