Paper Citation Record · LEDGER

When do Random Forests work?

As of 16 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2504.12860.

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

pith.paper-citation-record.v1
2504.12860 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:25:23.328899Z

measured 28 of 28 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T04:59:41.967975Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

27 of 27 outbound references displayed

verified exact2
verified fuzzy14
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb551df5-51bd-4cfd-97ca-adb7b4398cae · outbound

This paper cites Is interpolation benign for random forest regression? In International Conference on Artificial Intelligence and Statistics, pages 5493--5548.

When do Random Forests work? Is interpolation benign for random forest regression? In International Conference on Artificial Intelligence and Statistics, pages 5493--5548

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.213307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe84e41-ac44-4be7-a293-3e726f7a1f84 · outbound

This paper cites Generalized random forests.

When do Random Forests work? Generalized random forests

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.695089Z

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 858e6cac-0838-4c17-a0ba-b3e0c45ef5da · outbound

This paper cites The hedged random forest.

When do Random Forests work? The hedged random forest

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.680994Z

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 f9022590-eca8-4260-943a-4a649a17a2e9 · outbound

This paper cites Analysis of a random forests model.

When do Random Forests work? Analysis of a random forests model

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.228534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab7b9374-3b2c-49ee-8206-a615b9ea13af · outbound

This paper cites Bagging predictors.

When do Random Forests work? Bagging predictors

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.233665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95747f51-74c0-43c2-ad7e-9679ab902a3e · outbound

This paper cites Random forests.

When do Random Forests work? Random forests

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.238292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02fdc1e6-f077-4d79-befa-ba364393db25 · outbound

This paper cites Classification and regression trees.

When do Random Forests work? Classification and regression trees

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.640317Z

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 2848fede-a5d8-421e-a2b9-61133583a6fd · outbound

This paper cites Analyzing bagging.

When do Random Forests work? Analyzing bagging

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.626739Z

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 cfee4fa7-9d1a-463f-aa21-21d7871a8439 · outbound

This paper cites On the Pointwise Behavior of Recursive Partitioning and Its Implications for Heterogeneous Causal Effect Estimation.

When do Random Forests work? On the Pointwise Behavior of Recursive Partitioning and Its Implications for Heterogeneous Causal Effect Estimation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.252080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 495b9be6-0f82-46d6-8212-22d1cd91ef9d · outbound

This paper cites Optimal weighted random forests.

When do Random Forests work? Optimal weighted random forests

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.612815Z

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 06d9f9f7-57d1-430b-b0ff-e89a91116274 · outbound

This paper cites Asymptotic properties of high-dimensional random forests.

When do Random Forests work? Asymptotic properties of high-dimensional random forests

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.598606Z

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 306c6a77-4668-45b5-9e00-cd7bc584c8c0 · outbound

This paper cites Why do Random Forests Work? Understanding Tree Ensembles as Self-Regularizing Adaptive Smoothers.

When do Random Forests work? Why do Random Forests Work? Understanding Tree Ensembles as Self-Regularizing Adaptive Smoothers

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.265677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c65c4d8f-6130-49a1-b0f6-abcef51f81f7 · outbound

This paper cites Extremely randomized trees.

When do Random Forests work? Extremely randomized trees

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.270227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57581d03-3f25-4366-bb2d-57365efb6d01 · outbound

This paper cites The elements of statistical learning: data mining, inference, and prediction, volume 2.

When do Random Forests work? The elements of statistical learning: data mining, inference, and prediction, volume 2

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.274438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e35251b-e13a-4544-933a-0c748be7e3e1 · outbound

This paper cites The effect of splitting on random forests.

When do Random Forests work? The effect of splitting on random forests

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.567672Z

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 697597a3-b3fc-4115-bf8d-53410037befd · outbound

This paper cites Random forests and adaptive nearest neighbors.

When do Random Forests work? Random forests and adaptive nearest neighbors

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.553157Z

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 1e3c01ab-4520-435e-81fe-62588f192a6b · outbound

This paper cites Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests.

When do Random Forests work? Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-16T12:25:23.391327Z

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 04486fca-61f2-4955-8b57-63d5e209f87b · outbound

This paper cites an unresolved cited work.

When do Random Forests work? Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:25:23.538934Z

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 cc8145be-ff8d-4766-9742-264666c2b35f · outbound

This paper cites Quantifying uncertainty in random forests via confidence intervals and hypothesis tests.

When do Random Forests work? Quantifying uncertainty in random forests via confidence intervals and hypothesis tests

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.295566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c98631fd-2d84-4d28-846c-cb09961c2ccc · outbound

This paper cites Randomization as regularization: A degrees of freedom explanation for random forest success.

When do Random Forests work? Randomization as regularization: A degrees of freedom explanation for random forest success

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.516453Z

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 ac01c19b-ff20-4f47-a91e-12a6563595b9 · outbound

This paper cites To tune or not to tune the number of trees in random forest.

When do Random Forests work? To tune or not to tune the number of trees in random forest

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.502472Z

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 562eb14f-60ab-4ac8-bece-d57999df7b49 · outbound

This paper cites When does Subagging Work?.

When do Random Forests work? When does Subagging Work?

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-16T12:25:23.369664Z

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 957ad8e5-d5bc-4e66-9bbb-acfc213d1cf2 · outbound

This paper cites Tuning parameters in random forests.

When do Random Forests work? Tuning parameters in random forests

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.488370Z

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 fb663eb1-63c3-48eb-96aa-df3282ee3962 · outbound

This paper cites Consistency of random forests.

When do Random Forests work? Consistency of random forests

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.474408Z

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 dfeffcda-71f1-447a-a09f-3a3ebe6095b7 · outbound

This paper cites Estimation and inference of heterogeneous treatment effects using random forests.

When do Random Forests work? Estimation and inference of heterogeneous treatment effects using random forests

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T12:25:23.320607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 462a6f56-c9ff-49d7-bce5-cb6a3b0051ed · outbound

This paper cites Explaining the success of adaboost and random forests as interpolating classifiers.

When do Random Forests work? Explaining the success of adaboost and random forests as interpolating classifiers

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.450496Z

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 92679b2c-77e1-4117-a42e-b01e43a2b7e0 · outbound

This paper cites Trees, forests, chickens, and eggs: when and why to prune trees in a random forest.

When do Random Forests work? Trees, forests, chickens, and eggs: when and why to prune trees in a random forest

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:25:23.434937Z

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.

Pith citing papers

Observation e9f6a7cb-230c-444b-a4d0-23cbabb7491b · inbound

Parallel gradient boosting for flexible estimation of conditional distributions cites this paper.

Parallel gradient boosting for flexible estimation of conditional distributions When do Random Forests work?

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-02T04:59:41.967975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.