Paper Citation Record · LEDGER

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising

As of 7 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2604.16821.

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

pith.paper-citation-record.v1
2604.16821 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T06:50:41.701468Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

20 of 20 outbound references displayed

verified exact4
verified fuzzy6
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4de60352-c28e-4483-a464-c07cf18cedbf · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.168006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e8aa802a-e561-4aed-825f-9ffc40ce7fac · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.160949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 69da48a7-9871-4581-9062-7579995844b9 · outbound

This paper cites Bartholomew.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Bartholomew

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:14:14.162890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 55e06264-0673-4fdf-8e0c-7b1d40cd1b86 · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.164569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 449ab603-255f-488d-992d-7be0c38854f7 · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.166272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 64305d54-53b6-4c2b-a80f-fc04fe6f3be2 · outbound

This paper cites Friedman.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Friedman

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:14:14.171323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e328e448-8862-4830-a820-283d0edea419 · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:51:45.817836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 81e75693-ebb8-4618-b5e1-82e7a4bdff41 · outbound

This paper cites 2020.KDD Cup 2020 Challenges for Modern E-Commerce Platform: Debiasing Dataset.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising 2020.KDD Cup 2020 Challenges for Modern E-Commerce Platform: Debiasing Dataset

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:14:14.159126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b1ef9bd2-0685-43c6-8ba5-b06a681184aa · outbound

This paper cites How to Incorporate Monotonicity in Deep Networks While Preserving Flexibility?.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising How to Incorporate Monotonicity in Deep Networks While Preserving Flexibility?

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:51:45.815308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 347b039e-e16d-4c58-983e-c520e6602f92 · outbound

This paper cites Gupta, Andrew Cotter, Jan Pfeifer, and Konstantin Voevodski.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Gupta, Andrew Cotter, Jan Pfeifer, and Konstantin Voevodski

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:14:14.173215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2082c7fd-7dc5-472d-8e68-863a6c5dcb8c · outbound

This paper cites Smooth Min-Max Monotonic Networks.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Smooth Min-Max Monotonic Networks

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:51:45.820440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c7b89b83-3aba-4d6b-991e-e2f19a8dd7be · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.175018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ba165f7-6bc1-4314-97ac-70887a28edc3 · outbound

This paper cites Meta Platforms.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Meta Platforms

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:14:14.169662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 464a0bb3-ae0c-46f7-be3b-95cbc188f016 · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:51:45.822943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f94c7f31-d3fb-4528-b455-a7aedfbc3b2f · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.165479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 23296349-2b98-40cc-a189-8c3f7b2b0799 · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.167152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15d8b249-e817-4ceb-bf6b-41f84b08a4f8 · outbound

This paper cites 2018.Taobao Display Ad Click-Through Rate Prediction Dataset.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising 2018.Taobao Display Ad Click-Through Rate Prediction Dataset

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:14:14.146236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9bcb0480-a12f-4af0-9d51-34ec663fda46 · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.152561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bd2b94e4-c02d-4d3b-a048-0fca9f42f4de · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.159960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c04fbd7f-bbad-4d3d-973d-6c8139f0ebbb · outbound

This paper cites an unresolved cited work.

R&F-Inventory: A Large-Scale Dataset for Monotonic Inventory Estimation in Reach and Frequency Advertising Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:14:14.156823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.