Paper Citation Record · LEDGER

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges

As of 16 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.03705.

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

pith.paper-citation-record.v1
2608.03705 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:22:30.894194Z

measured 18 of 18 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

18 of 18 outbound references displayed

verified exact0
verified fuzzy15
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e96a9594-1611-48d3-a462-1820c11fa77c · outbound

This paper cites In: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.685705Z

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 a6cac51c-0da8-4dd5-905e-1158686c9e15 · outbound

This paper cites The American Economic Review pp.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges The American Economic Review pp

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.651147Z

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 ce8570a0-624f-4459-b3c7-e9f6bb2f2ae1 · outbound

This paper cites In: Proceedings of the tenth ACM international conference on web search and data mining.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the tenth ACM international conference on web search and data mining

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.619677Z

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 aee7059c-7af0-4f9e-81e3-a185dee3b29e · outbound

This paper cites In: Proceedings of the ACM on Web Conference 2025.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the ACM on Web Conference 2025

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.586313Z

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 0d1e961d-f333-4516-a343-1ef8ea1a8663 · outbound

This paper cites Journal of the American Statistical Association102(477), 359–378 (2007).

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges Journal of the American Statistical Association102(477), 359–378 (2007)

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T14:22:30.719428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daaac519-554a-4dae-b0ff-6dfedb4ccc03 · outbound

This paper cites In: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.545136Z

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 0ebe9b1f-6961-4b22-bf01-c6e52988c8db · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.512159Z

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 b263f336-4a03-4320-8053-f1d8e49fc841 · outbound

This paper cites In: Proceedings of the ACM Web Conference 2022.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the ACM Web Conference 2022

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.475783Z

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 6e441f68-ac2c-4888-9f19-a537b68b0920 · outbound

This paper cites In: Proceed- ings of the Internet Measurement Conference.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceed- ings of the Internet Measurement Conference

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.447325Z

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 39d7b4a2-ecb9-4203-9714-6007addf5569 · outbound

This paper cites In: Proceedings of the 25th ACM SIGKDD internationalconferenceon knowledge discovery&data mining.pp.363–372(2019).

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 25th ACM SIGKDD internationalconferenceon knowledge discovery&data mining.pp.363–372(2019)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.409756Z

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 d75847b8-c89b-400d-a62a-3cc84f3c89d1 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges Proximal Policy Optimization Algorithms

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T14:22:30.795933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8461d0d2-1026-4176-bc5b-6a72fa557b73 · outbound

This paper cites In: Proceedings of the ADKDD’17, pp.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the ADKDD’17, pp

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.374550Z

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 01d87fe2-9135-4272-91d8-63c71fa6a3d9 · outbound

This paper cites In: Proceedings of the web conference 2021.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the web conference 2021

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.346414Z

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 405ee0cd-ea94-447c-800a-d8536594489b · outbound

This paper cites In: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.319027Z

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 2bf10997-af93-48d4-8f89-6ba6891dcc89 · outbound

This paper cites A Multi-Agent Reinforcement Learning Method for Impression Allocation in Online Display Advertising.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges A Multi-Agent Reinforcement Learning Method for Impression Allocation in Online Display Advertising

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T14:22:31.084827Z

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 a43a0680-d648-458f-bf14-ce3b66135869 · outbound

This paper cites In: Proceedings of the 27th ACM International Conference on Information and Knowledge Management.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 27th ACM International Conference on Information and Knowledge Management

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.275807Z

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 d80e62a3-b0bd-4dd5-9fa5-1529da618e47 · outbound

This paper cites In: Proceedings of the 21th ACM SIGKDD international conference on knowledge discovery and data mining.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 21th ACM SIGKDD international conference on knowledge discovery and data mining

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.238965Z

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 4a6a3922-6be3-4f2b-9614-593aa40a74ad · outbound

This paper cites In: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining.

Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges In: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:31.206485Z

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

No inbound Pith citation observations are available.