Paper Citation Record · LEDGER

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty

As of 22 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2604.16419.

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

pith.paper-citation-record.v1
2604.16419 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T20:41:53.919389Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

44 of 44 outbound references displayed

verified exact9
verified fuzzy6
unresolved28
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d0ffb3d-60ff-44c9-afc9-6c9ac146235a · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.413971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a04657f0-210a-49b5-aba8-90ca618d2ce9 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.420874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9751e5af-13fe-4624-a72c-4dfce2bd6f67 · outbound

This paper cites Areeb, Mohammad Nadeem, S.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Areeb, Mohammad Nadeem, S

Reference 3

Resolution: verified exact; doi, observed 2026-05-13T20:43:14.587757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 887e5ac4-85a1-4dcb-9440-7f0a7c4f3ead · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.387834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98a8175d-8ab1-4e83-aee6-8e917fa8bcd3 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.407487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7427e10e-f6b9-4bdf-a131-856b3c5200f3 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-05-13T20:43:14.589356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation da1af011-73b0-4f3c-a4c5-18abdde9beee · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.395849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 87bcd3af-a37e-4a41-991c-92996cbba9a6 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.391687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c974ceaa-5ab5-4b32-8629-361e5efefc0e · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.400291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1c95b5d0-8ddc-4853-abb3-5a45b8624515 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.410720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 008ad786-c8a2-46e3-ba93-c279d64f63de · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.417401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation aa771e9c-cc5c-47ed-a1a6-4118a56beb6c · outbound

This paper cites InProceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty InProceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:34.403968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 934e6c11-c2ce-433c-8afb-811e548dfcd8 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.291016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c5c37f92-2846-4df1-867b-d2bbae23f05a · outbound

This paper cites Szymczak.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Szymczak

Reference 14

Resolution: verified exact; doi, observed 2026-05-13T20:43:14.594825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation acea1358-cb42-49c9-9640-3597128aeb28 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.309351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8293d0ac-4cf9-480c-a0a7-9044fc01479b · outbound

This paper cites Provider Fairness and Beyond-Accuracy Trade-offs in Recommender Systems.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Provider Fairness and Beyond-Accuracy Trade-offs in Recommender Systems

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:43:14.843299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a4ed8938-d8e6-4af2-b30d-256e14691158 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.295985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d03235fe-cf03-4626-8dd1-6c32f2e52844 · outbound

This paper cites Explaining the user experience of recommender systems.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Explaining the user experience of recommender systems

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:34.303631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ab7938f7-6940-40ec-a445-764dd1add2ba · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.380246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cc5eb261-1ea3-416a-8432-541d6cb79940 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.370846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f8518b5d-3db4-434c-8e53-1fec7ac2d599 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:43:14.600131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 04f7aed0-699a-4e46-9336-0a2c89b57d74 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.374026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25f6a7ec-cf02-4328-a6a8-21188c8e4ef6 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.383461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1d7ed660-4120-4d65-a55a-1ec33ca0d0f9 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.356414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation aea984a6-67ad-4d38-8602-fdcf6f22e2c5 · outbound

This paper cites InProceedings of the 25th Conference on Uncertainty in Artificial Intelligence (UAI).

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty InProceedings of the 25th Conference on Uncertainty in Artificial Intelligence (UAI)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:34.360634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 046d67b6-9ce4-4eed-88dc-dc29bf4d855b · outbound

This paper cites 2015.Recommender Systems Handbook.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty 2015.Recommender Systems Handbook

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:34.367125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eb2d72d1-4cec-4624-9ece-d88a9fd3127c · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:43:14.602639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d0043f78-ca2d-4236-b006-d132f2213aa3 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 28

Resolution: malformed identifier; arxiv_id, observed 2026-05-13T20:43:14.845907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 55ed2413-5ce1-4950-919c-87622c6ad379 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.345208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 20191ca2-f71c-4e19-ac75-7ef6678e58c8 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.349527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a9a27edb-4686-4e22-9374-dabe630f3cc0 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.352545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8f3e1cee-c355-483c-a216-1ff3e5d66691 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.364028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dc6be7c7-1831-43cb-aead-1bb1ce864e2d · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 33

Resolution: verified exact; doi, observed 2026-05-13T20:43:14.591311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 457b22d7-4256-4209-ac5d-c398db60d6ed · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.341264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d4f6efd0-2731-4493-af67-5bac4a378f08 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.328092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 18189b55-ae78-4311-99da-6d0fc988b9f6 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.332973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b912514-4edc-4318-968f-ac4bfdc40c00 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.336798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1374bc8f-4b98-4b6e-9280-027e7b7c494f · outbound

This paper cites Cui, Jing Li, Junjie Yao, and Cheng Chen.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Cui, Jing Li, Junjie Yao, and Cheng Chen

Reference 38

Resolution: verified exact; doi, observed 2026-05-13T20:43:14.593254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3bb650ed-56c1-4fcf-b77c-7a7140de9868 · outbound

This paper cites Continual Recommender Systems.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Continual Recommender Systems

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:43:14.597351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 70b64274-164b-467b-906b-af610a790ab1 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.376950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4bacae2f-16f6-4a11-9594-34ba81b1b2bd · outbound

This paper cites Aggarwal, and Tyler Derr.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Aggarwal, and Tyler Derr

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:34.299802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8fa0823d-0312-4480-a1cc-c8802e776f02 · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.313335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a04aeb42-7be1-4564-81d9-f716a628dc2a · outbound

This paper cites an unresolved cited work.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-05-14T01:08:34.317897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eeccfb8a-72bb-484b-8c66-695fb5941d48 · outbound

This paper cites InProceedings of the 14th ACM international conference on web search and data mining.

Modeling User Exploration Saturation: When Recommender Systems Should Stop Pushing Novelty InProceedings of the 14th ACM international conference on web search and data mining

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-14T01:08:34.324224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.