Paper Citation Record · LEDGER

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations

As of 12 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2608.00123.

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

pith.paper-citation-record.v1
2608.00123 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:30:43.361575Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy4
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8fc9714c-761c-4dc3-bfdf-d923928ef2b0 · outbound

This paper cites an unresolved cited work.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:30:43.528769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 77d57710-6136-4ea2-bf26-7b961521d852 · outbound

This paper cites an unresolved cited work.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:30:43.521057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3232aed2-7e4f-43c8-adb6-09cb18f7467a · outbound

This paper cites Correct: @<title>@[<id>] Wrong: @<title in lowercase>@[<id>] Wrong: <title> [<id>] Wrong: @<title>@(<id>).

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Correct: @<title>@[<id>] Wrong: @<title in lowercase>@[<id>] Wrong: <title> [<id>] Wrong: @<title>@(<id>)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:30:43.513399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ccab2e39-3a7d-4abd-be8c-5bd7bedffbd5 · outbound

This paper cites an unresolved cited work.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:30:43.504360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 75fce694-b5a6-468d-a243-8478b26116a8 · outbound

This paper cites an unresolved cited work.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:30:43.496860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a8913ad7-a0a4-4200-86d5-712146b4e122 · outbound

This paper cites You might also consider.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations You might also consider

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:30:43.489594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6c6f57a1-9ea7-4883-b368-43cd1cc610fb · outbound

This paper cites an unresolved cited work.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:30:43.482494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6af1b95b-5502-4e7f-aa83-c80b7019bfb7 · outbound

This paper cites an unresolved cited work.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:30:43.475270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fc13a43b-e2b9-4a55-9b13-f304b44d5f5e · outbound

This paper cites ## Good Example User: What is a good desk lamp for studying? Assistant: For long study sessions, you want adjustable brightness and a wide light bar to reduce eye strain.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations ## Good Example User: What is a good desk lamp for studying? Assistant: For long study sessions, you want adjustable brightness and a wide light bar to reduce eye strain

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:30:43.467523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 950f40ba-ac14-4f1f-a949-1b9a8b2d1520 · outbound

This paper cites Leveraging Large Language Models in Conversational Recommender Systems.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations Leveraging Large Language Models in Conversational Recommender Systems

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T04:30:43.333661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05d77ecd-0b2f-49ed-a071-f7f2b7a720e9 · outbound

This paper cites InProceedings of the30thACMSIGKDDConferenceonKnowledgeDiscovery and Data Mining, 713–722.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations InProceedings of the30thACMSIGKDDConferenceonKnowledgeDiscovery and Data Mining, 713–722

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:30:43.536199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dd5343a3-a776-4a17-a7c9-ce2409669a74 · outbound

This paper cites =0.153<𝛾𝐶𝑉.

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations =0.153<𝛾𝐶𝑉

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T04:30:43.336753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.