Paper Citation Record · LEDGER

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects

As of 15 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2605.26288.

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

pith.paper-citation-record.v1
2605.26288 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T20:11:35.904589Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

31 of 31 outbound references displayed

verified exact5
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 560a32dc-c34b-40c4-b6e2-848a7e4b8e84 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f63638f1-7580-46fc-b0f7-0926095dc1de · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f720ece6-a908-4f61-a82d-f2a3cde9e860 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cbd38ca-79fb-4676-a2c0-bad8e85e54a7 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af0a0ec4-5fcc-4f7f-b541-f40e4094da7e · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f2e8104-7b84-4f3b-8de6-b363bf3f2ed4 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84d12926-7a14-4fe9-acc2-c2438302b61c · outbound

This paper cites F., Speroff, T., Dawson, N.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects F., Speroff, T., Dawson, N

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2e16802-2388-4ad1-a4fa-7dbf718cf830 · outbound

This paper cites Doing Great at Estimating CATE? On the Neglected Assumptions in Benchmark Comparisons of Treatment Effect Estimators.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Doing Great at Estimating CATE? On the Neglected Assumptions in Benchmark Comparisons of Treatment Effect Estimators

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:13:58.882366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9b9675f1-0de3-49e6-940c-4b63a8d639a9 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9634b938-e47d-4fd2-bc47-81a8ffa40698 · outbound

This paper cites Orthogonal Statistical Learning.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Orthogonal Statistical Learning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:13:58.884861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9adb1ca1-d890-46d2-8a7d-bee3dcfad38b · outbound

This paper cites and Hastie, T.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects and Hastie, T

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6267d861-5ce6-46fc-9709-e8e2d2f14bb4 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cd53c00-a250-479b-a9b3-c20271df23d1 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f110170a-9308-462e-85b1-9646801be676 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb076972-2a3e-4016-89e3-49a0da2e8ac3 · outbound

This paper cites Semiparametric doubly robust targeted double machine learning: a review.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Semiparametric doubly robust targeted double machine learning: a review

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:13:58.879889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4e55bff1-7a33-4d1a-a03b-bae284f9797f · outbound

This paper cites Towards optimal doubly robust estimation of heterogeneous causal effects.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Towards optimal doubly robust estimation of heterogeneous causal effects

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:13:58.874771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a8dcf465-1b46-4fa2-a547-1e31cc19e5fc · outbound

This paper cites R., Sekhon, J.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects R., Sekhon, J

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2416cd1a-3181-4368-a8c3-389d8a6a1c6f · outbound

This paper cites and Cand \`e s, E.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects and Cand \`e s, E

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8229f28-8eb4-4af5-94ed-a29f4719531a · outbound

This paper cites https://sklift.readthedocs.io/en/latest/datasets.html.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects https://sklift.readthedocs.io/en/latest/datasets.html

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e20294-d236-4df3-a8f4-ee87eba8c476 · outbound

This paper cites M., Sontag, D., Zemel, R., and Welling, M.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects M., Sontag, D., Zemel, R., and Welling, M

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 290d6cb1-52bd-44e2-81bc-e4bd856cd1b1 · outbound

This paper cites Open Data Science Community.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Open Data Science Community

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f2bf37a-1394-4bb4-a2df-cf978aa8f589 · outbound

This paper cites and Wager, S.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects and Wager, S

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 155ad986-0f06-4fc1-a9b0-dfe03aa3b19c · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30bbddc7-6ff1-4714-a392-ea0b9375b856 · outbound

This paper cites S., Robins, J.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects S., Robins, J

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 988256de-879d-481f-8d40-8b00f23ee510 · outbound

This paper cites M., Rotnitzky, A., and Zhao, L.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects M., Rotnitzky, A., and Zhao, L

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43cb094a-ab5d-4cef-9aaf-811e184da098 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10d81126-f18c-4324-95db-d27accd477d8 · outbound

This paper cites H., Lau, J., McIntosh, M.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects H., Lau, J., McIntosh, M

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59a38eac-73e2-4495-afe7-f36d9497e997 · outbound

This paper cites Targeting relative risk heterogeneity with causal forests.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Targeting relative risk heterogeneity with causal forests

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:13:58.877240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 43ec2186-79e6-4460-bf07-909463d862a7 · outbound

This paper cites https://retailhero.ai/.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects https://retailhero.ai/

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c9df941-9381-4d43-8853-9b7074ba6d87 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cdd82c6-01f7-4ea4-93c9-df84d92c0349 · outbound

This paper cites an unresolved cited work.

Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T20:11:35.904589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.