Paper Citation Record · LEDGER

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits

As of 16 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2606.23933.

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

pith.paper-citation-record.v1
2606.23933 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 15 of 15 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

15 of 15 outbound references displayed

verified exact3
verified fuzzy0
unresolved5
parse uncertain0
malformed identifier1
metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52b1fe55-b23a-4b76-afa0-02fc530bd4b1 · outbound

This paper cites Reinforcementlearningbasedrecommendersystems: A survey.ACM Comput.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Reinforcementlearningbasedrecommendersystems: A survey.ACM Comput

Reference 1

Resolution: metadata mismatch; doi, observed 2026-06-26T22:10:09.316609Z

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 20b79f61-4378-4b08-a2ff-5651c218bab0 · outbound

This paper cites LLMs-augmented Contextual Bandit.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits LLMs-augmented Contextual Bandit

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T12:29:52.119736Z

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 b50c1510-843a-4182-bcd7-0675be51f9eb · outbound

This paper cites LLMs-augmented Contextual Bandit.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits LLMs-augmented Contextual Bandit

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T22:10:09.323118Z

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 d617f774-f89f-4d56-a9f6-15b4d78746ac · outbound

This paper cites Lilian Besson, Emilie Kaufmann, Odalric-Ambrym Maillard, and Julien Seznec.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Lilian Besson, Emilie Kaufmann, Odalric-Ambrym Maillard, and Julien Seznec

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T06:41:46.958385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02759ca4-b34c-4173-bc5b-d3bf7e5c62dc · outbound

This paper cites A continuous information gain measure to find the most discriminatory problems for ai benchmarking.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits A continuous information gain measure to find the most discriminatory problems for ai benchmarking

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T22:10:09.320563Z

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 457c0a95-ee24-45eb-bb27-1d87aa96923c · outbound

This paper cites Gabriel Peyré and Marco Cuturi.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Gabriel Peyré and Marco Cuturi

Reference 6

Resolution: verified exact; doi, observed 2026-06-26T22:10:09.318131Z

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 1a6ad96c-9a3b-48a5-82ea-e35837cbf174 · outbound

This paper cites Taming Non-stationary Bandits: A Bayesian Approach.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Taming Non-stationary Bandits: A Bayesian Approach

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-06-26T22:10:09.325236Z

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 a3656b3f-c467-4d88-a2b6-84ab6753e3cc · outbound

This paper cites Taming Non-stationary Bandits: A Bayesian Approach.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Taming Non-stationary Bandits: A Bayesian Approach

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-06-26T22:10:09.312446Z

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 b6ef1ea8-3356-45e1-aa56-d11ec28236e3 · outbound

This paper cites 2022.105596.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits 2022.105596

Reference 9

Resolution: malformed identifier; doi_truncated, observed 2026-06-26T22:10:09.318288Z

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 1a5343c7-6a7b-4504-b4e1-ff1fd9b7a9ba · outbound

This paper cites an unresolved cited work.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Unresolved cited work

Reference 10

Resolution: verified exact; doi, observed 2026-06-26T22:10:09.327071Z

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 85baec6e-b9a3-4727-8bf5-95ce144862f0 · outbound

This paper cites year =.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits year =

Reference 11

Resolution: metadata mismatch; doi, observed 2026-06-26T22:10:09.316360Z

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 2e83b910-3521-4d0b-9283-83fafff56911 · outbound

This paper cites Interestingly, STD-TS is the strongest baseline here, not SW-TS or D-TS.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Interestingly, STD-TS is the strongest baseline here, not SW-TS or D-TS

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T06:41:46.958385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85a860d4-ca7e-40b6-95b7-488c52571bde · outbound

This paper cites warm start.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits warm start

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T06:41:46.958385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25b252fb-f5e0-4b57-8ede-9ec72e300f83 · outbound

This paper cites Figure 5:Case Study 4: Compound Non-Stationarity.FC-TS combines drift correction between changepoints with rapid detection and posterior reset at changepoints.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits Figure 5:Case Study 4: Compound Non-Stationarity.FC-TS combines drift correction between changepoints with rapid detection and posterior reset at changepoints

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T06:41:46.958385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77fc5f83-eed0-448e-9a72-62215f5e1496 · outbound

This paper cites equivalent full-weight observations.

Flow-Corrected Thompson Sampling for Non-Stationary Contextual Bandits equivalent full-weight observations

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T06:41:46.958385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.