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Paper Citation Record · LEDGER

Large Language Model driven Policy Exploration for Recommender Systems

As of 22 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2501.13816.

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

pith.paper-citation-record.v1
2501.13816 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:39:56.560467Z

measured 56 of 56 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:27:16.799851Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-15T21:27:18.463282Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved54
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ddd4f88a-fed4-4859-8adf-ed8465080469 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-10T15:39:56.377711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.377711Z digest=sha256:d36470027d1300151b7e7a6cda9d9647670ff17c89dce841d2cdcb21727f27da

Observation dc18047e-e944-464f-b6c6-a2a5c3df8d3e · outbound

This paper cites When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities.

Large Language Model driven Policy Exploration for Recommender Systems When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities

Reference 2

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no resolver link, observed 2026-08-10T15:39:56.385678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.385678Z digest=sha256:3170ef0bd08a6af819d838b7f1d9b6c1ea0981769e75be6908f56468ef9aaca1

Observation a5e8cbbc-8ee0-4da0-892b-e47f84c139c2 · outbound

This paper cites Enhancing Job Recommendation through LLM-based Generative Adversarial Networks.

Large Language Model driven Policy Exploration for Recommender Systems Enhancing Job Recommendation through LLM-based Generative Adversarial Networks

Reference 3

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no resolver link, observed 2026-08-10T15:39:56.389467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.389467Z digest=sha256:ecadad6c63dc958bfbb3932ff68b10996425dc438a32e12e564a0eb1d03bc688

Observation c31a1c55-d028-4f0e-b542-9243d88e7f5a · outbound

This paper cites Recommender Systems in the Era of Large Language Models (LLMs).

Large Language Model driven Policy Exploration for Recommender Systems Recommender Systems in the Era of Large Language Models (LLMs)

Reference 4

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no resolver link, observed 2026-08-10T15:39:56.393538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.393538Z digest=sha256:0eb3dd6856da14b160b4bf2dd6477f5bd95305117a613dcfd2ab67cd53165fb1

Observation 243b7aeb-f28c-4af8-bcaa-7b1b4f332d5c · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:57.064000Z

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.

source=pdf_text observed=2026-08-10T15:39:56.397095Z digest=sha256:d9e2274a8a5fd17f43678f63440915f905d7e3238ff003a6a4a4ee0dc0d160b4

Observation 2f4f4df6-9285-48d1-ad0e-7dd4fb736899 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-10T15:39:56.400478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.400478Z digest=sha256:cf2e0e8888bf644fd2e105c0fd0d1ba1b87f5fba81cba35bb39558683443715d

Observation c26be55c-6784-45ae-afaf-327fcffa8d10 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.403804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.403804Z digest=sha256:d7696908e6e6ea83fa43e2b548ba24198321c21ef16565e9f0571d297734c1cb

Observation 7960eaa9-fd50-4669-9bcc-b86e2c549357 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:57.043589Z

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.

source=pdf_text observed=2026-08-10T15:39:56.407643Z digest=sha256:c763b9bc996ca55f45d58670c4909cf83590e9f927139a3e80e16a61f2ab4925

Observation 9d0cde3a-e96d-4093-b04b-d5a556b103fd · outbound

This paper cites DeepFM: A Factorization-Machine based Neural Network for CTR Prediction.

Large Language Model driven Policy Exploration for Recommender Systems DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Reference 9

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no resolver link, observed 2026-08-10T15:39:56.411178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.411178Z digest=sha256:637f4e33a9f42f0e324cfe854471cb6106d2a9d42827eae7e4105024b5611b67

Observation 96e45813-815a-423b-be2a-fb1c8ec4b47f · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-10T15:39:56.414716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.414716Z digest=sha256:cf8b75f3df03ccb4dc65f27ff1648af44cab315e0c885075ce2789260cd2ddd6

Observation 825309fd-8364-41fd-8a22-f6ade2f75842 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-10T15:39:56.418253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.418253Z digest=sha256:122551f8fc0dab7770066622cb2a221a3a3269d93f0f963ba4275351cf5f2c6b

Observation 9082970b-9b45-4469-a6e8-74ad263a210c · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-10T15:39:56.425272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.425272Z digest=sha256:fc664cdfdf1ea4541e9a4ac802aed500a1a867876f88cbb858a273c3619a5554

Observation c72a132d-e15f-4fd9-8bb9-b8952823220e · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Large Language Model driven Policy Exploration for Recommender Systems LoRA: Low-Rank Adaptation of Large Language Models

Reference 13

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no resolver link, observed 2026-08-10T15:39:56.428961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.428961Z digest=sha256:d86332380a8e44f9d0d59619cf1818dec150f57a3bde4db1c9d2b8f593f25211

Observation aa878975-1d4c-48b1-b6f1-1da41207eee9 · outbound

This paper cites Mistral 7B.

Large Language Model driven Policy Exploration for Recommender Systems Mistral 7B

Reference 14

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no resolver link, observed 2026-08-10T15:39:56.432133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.432133Z digest=sha256:755c2698eb396e10469a54b5a61a34c7dfdc20c9bc1e17eed75a41ec70d20b9e

Observation a577bdca-726c-4205-8713-35ce30e6abc7 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.435771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.435771Z digest=sha256:82e97af5ba089bd28bbbc9f121f968e12c7484f5c31f16bd4de1f80e95e042f5

Observation 0699e183-33a0-4cbc-843e-9c69e76557e6 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-10T15:39:56.438995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.438995Z digest=sha256:2bb3681d4baa36c46753312a728a14d18054c45f0b4e39c8d15d8f8e4d9ab950

Observation d20b698f-7ce6-4161-8898-abe8c592f43e · outbound

This paper cites Algorithms for multi-armed bandit problems.

Large Language Model driven Policy Exploration for Recommender Systems Algorithms for multi-armed bandit problems

Reference 17

Resolution
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no resolver link, observed 2026-08-10T15:39:56.442357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.442357Z digest=sha256:f30e80651c41aead2662a92b12127d7548976c210a57d651ec232f0a45a0052c

Observation 8516d8fa-245f-4bb0-bfe7-6e0fe40fce99 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:57.009097Z

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.

source=pdf_text observed=2026-08-10T15:39:56.446433Z digest=sha256:f61dd6b5b8e7dcd9cd341c87c9c8d3f079961ea19a6449854d9475bf8bf710bc

Observation 4b1a9e61-a5e3-4f8e-805b-b794f7f3282f · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.999891Z

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.

source=pdf_text observed=2026-08-10T15:39:56.450249Z digest=sha256:7b4d5c6f0adda1d9b041339cdf0719c07ee1d65e6d7cf9305bbe4758e71377fe

Observation e29841ee-c782-48c3-93f9-42fef5097ee0 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 20

Resolution
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raw_fallback, observed 2026-08-10T15:39:56.990853Z

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.

source=pdf_text observed=2026-08-10T15:39:56.453629Z digest=sha256:4c8467a5c852a91fa92a2f2a6bf391a1a8ece6e698b76f22a3951a01109120a6

Observation 79672c17-e769-4de8-bc75-9d9d664bda1b · outbound

This paper cites Continuous control with deep reinforcement learning.

Large Language Model driven Policy Exploration for Recommender Systems Continuous control with deep reinforcement learning

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.457021Z digest=sha256:c465ffbdd64c6cd8cf6a11663468f7133b4b01dedcae4e01ea20c047baa53b14

Observation 44f29681-f563-4cd3-8850-e8524b51eac2 · outbound

This paper cites How Can Recommender Systems Benefit from Large Language Models: A Survey.

Large Language Model driven Policy Exploration for Recommender Systems How Can Recommender Systems Benefit from Large Language Models: A Survey

Reference 22

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no resolver link, observed 2026-08-10T15:39:56.460525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.460525Z digest=sha256:509d60b4a61a85622da60d8214774fbfbd4344f3db782a63c69a3e66ab643673

Observation d251bddc-c434-4eb2-9ad6-33b99a90a83e · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 23

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unresolved
no resolver link, observed 2026-08-10T15:39:56.463627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.463627Z digest=sha256:0b75369c750fa1f25fc1166d48299a10f79be8bbf32a7619e538a039488bc4be

Observation 899887e0-7074-45f9-9232-629aae2f8bf3 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.466873Z digest=sha256:c9020837b837e1a15398751b0ca1845c02266cc4eb6465f5efa8ab9c93021fe0

Observation 83e3b931-258f-41fc-9e51-4c4e1cab7665 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-10T15:39:56.470770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.470770Z digest=sha256:c83873536ea5c7fbce6d1f54c1863adc4f4ab375493ed48284715bc57dd79e88

Observation 30ff2fd7-6fc9-4d74-aadf-3811ba3b678a · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

Large Language Model driven Policy Exploration for Recommender Systems Playing Atari with Deep Reinforcement Learning

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.473948Z digest=sha256:4dcf8e3b76ef0e684f808760398f2a49233a0995d9102637d2b7b5e6fe5faf99

Observation e63636e8-49a5-4f05-87c7-999b0f715a69 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-10T15:39:56.477493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.477493Z digest=sha256:f10695c49de50a895cf93da3f235c44598b52f007691f8b25c5d2e87cd216a72

Observation 053c1cd0-8ef5-40d7-99c4-894397321507 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-10T15:39:56.480543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.480543Z digest=sha256:afaa5c6a8f2698969409c5bb7a9898114ce138d15a69acf12187a85d91f23fe5

Observation 6dc0e864-5411-474d-b7de-1fa145f33b9f · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-10T15:39:56.483620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.483620Z digest=sha256:ed43eafef0ee08d08b2e56442eaeda1abcbe463e7a7d67a1344476a2fea36ede

Observation 0660bdd9-7304-4a5f-a54b-130769167f01 · outbound

This paper cites Recommender Systems with Generative Retrieval.

Large Language Model driven Policy Exploration for Recommender Systems Recommender Systems with Generative Retrieval

Reference 30

Resolution
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no resolver link, observed 2026-08-10T15:39:56.486604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.486604Z digest=sha256:f169fc1678b14e802880f9ca0aaa3eef7f380340886a5914750d01c71f3f0258

Observation 7404e508-0bdf-43e8-b8b5-abf138c5e064 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.949191Z

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.

source=pdf_text observed=2026-08-10T15:39:56.489981Z digest=sha256:78f47240089d86903bba79e4d2e8e5ae53acfd0b9c10db882444593a2e8810b8

Observation 3318f4c0-d4da-4346-8b2b-1f535c83d0c3 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.939122Z

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.

source=pdf_text observed=2026-08-10T15:39:56.493083Z digest=sha256:ac3fc22e9d767011f088a9fd116be2ff6af237bcb61f069573b68d6ffe94ef74

Observation f6cd0ce2-07a0-4562-834c-8d963c899ee8 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.929367Z

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.

source=pdf_text observed=2026-08-10T15:39:56.496112Z digest=sha256:a52db790415fe2fd850a3dea2ed37fe057089ebcdfd5aee442b4e6874e8b3069

Observation 949b5e5c-ce28-4ca2-8d61-51d0f81ffa16 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-10T15:39:56.499420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.499420Z digest=sha256:87cb0140eef75f565482f2268fd5c21827bb106bd554619977130f54ee85583a

Observation 8c810135-1ac7-4402-b0a2-7d790e450093 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.914086Z

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.

source=pdf_text observed=2026-08-10T15:39:56.502751Z digest=sha256:e300fc25871fb9114bc2e88cef94e230b178d6de46195de6025085b131471065

Observation 7063200c-3cf3-415d-9aa5-e127fc4bec21 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-10T15:39:56.893572Z

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.

source=pdf_text observed=2026-08-10T15:39:56.509238Z digest=sha256:0777b979138f751432a51478ce704ae829228e2facd993639ba09197bfa5e779

Observation fdb585ed-f2f4-4f99-abe5-e3e88804849d · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-10T15:39:56.512426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.512426Z digest=sha256:1409816d757ebe75f3fd82fb33f0d155e7b8254d7ec323906ba8b0259c16185d

Observation 94cb5b35-0cbe-439c-9791-fd2933eb9ffb · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Large Language Model driven Policy Exploration for Recommender Systems LLaMA: Open and Efficient Foundation Language Models

Reference 38

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no resolver link, observed 2026-08-10T15:39:56.515433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.515433Z digest=sha256:af440fb1b90cb28e27a59c93f97ab7a02c90a4fc51d90cb4a1e095359f421b8c

Observation b626eff6-39a9-466f-8674-39e4a1b62c33 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.879177Z

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.

source=pdf_text observed=2026-08-10T15:39:56.518706Z digest=sha256:4ed0be7d7ebdef1293ac65769dcd0bd3cb7e0fffdea0cbab9080cb6c9815cd92

Observation 908059c4-3160-4bc0-9b03-e46c08a756c2 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.869509Z

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.

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Observation a62e6b1d-55a7-41cd-95c6-2fbcd0662b04 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 41

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.524981Z digest=sha256:3825705619ddf66a71cafb198ec46abcef246b08ed719d76845c047fc1bde52c

Observation eb779c99-182b-4a17-a8c4-433fe6965011 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.860436Z

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.

source=pdf_text observed=2026-08-10T15:39:56.528612Z digest=sha256:ab5122bea267fbaa22d16e042c13cdb89133bd0cd58f64a6abd3bc358d93d4dc

Observation 33042fc7-e6ff-419e-bd93-5d75d292d550 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.531779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.531779Z digest=sha256:283d840057c2baa97925b81893f655d5d03b29b6ec80f24eb89d82119363bdda

Observation db2b8ed9-e522-493c-b56b-a74bad42d777 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.844876Z

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.

source=pdf_text observed=2026-08-10T15:39:56.534940Z digest=sha256:07d0b08c2a75db2a73d063226fc98673d2d269d882664f4156d3a468959a1f15

Observation 5b93e42f-9cb0-41dd-b75e-f10824976975 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.835654Z

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.

source=pdf_text observed=2026-08-10T15:39:56.538184Z digest=sha256:a97990c4ebeb53c76f40aab19cf11e81eb806b5deb936b26a7606cbf72c06671

Observation 15ffc083-148d-4f77-8933-1394ea40f2fd · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.825940Z

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.

source=pdf_text observed=2026-08-10T15:39:56.541239Z digest=sha256:41a11f69f9b1b68c26646260d11f13c68bd088783b92b3ad4243fd58c5490c88

Observation a68895ad-9132-4ba1-8256-505a6c21bd78 · outbound

This paper cites EasyRL4Rec: An Easy-to-use Library for Reinforcement Learning Based Recommender Systems.

Large Language Model driven Policy Exploration for Recommender Systems EasyRL4Rec: An Easy-to-use Library for Reinforcement Learning Based Recommender Systems

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.544042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.544042Z digest=sha256:f6e6b897e5db2d263645a23763d503d77b57588672ccfdb8b23952d0990837a3

Observation 2bcfcb87-00bb-4f22-8ef7-b5d2a1b55211 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.547589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.547589Z digest=sha256:b921accda23e3752badf2c13b27732eaa7eaae1c1c9ec3419e0e614e884de48f

Observation 6b11d9f3-d729-42b4-b517-c0839ef2fd23 · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-10T15:39:56.810833Z

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.

source=pdf_text observed=2026-08-10T15:39:56.550468Z digest=sha256:856d170fcce01549de4745830c99d588b5ced73a20ca63c868988ce62ce2fcae

Observation a56a0c07-5860-4a3d-9a08-3303947cf54b · outbound

This paper cites A Survey of Large Language Models.

Large Language Model driven Policy Exploration for Recommender Systems A Survey of Large Language Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.553973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.553973Z digest=sha256:9c7a13c51a83f8b4ea622d32e9b5829895845ced76b70e44bac8628f79bfc342

Observation 8fa8b545-4827-4b94-a38f-de1df29a715f · outbound

This paper cites an unresolved cited work.

Large Language Model driven Policy Exploration for Recommender Systems Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.557116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.557116Z digest=sha256:9f74aee42706892a0cf67743c0e4c07593c62d9a0e2b98ac9b17031c440156d5

Observation fcc6dd6e-c16e-4b37-b5b6-72a353da5420 · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

Large Language Model driven Policy Exploration for Recommender Systems Session-based Recommendations with Recurrent Neural Networks

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.421654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.421654Z digest=sha256:174fe4b8f92c7cdb0545b3d4f7dabc8db8fc3c50ad0b8bb21ff8920483714fde

Observation d8c4c230-b066-417c-add9-86e74e661cbe · outbound

This paper cites In Proceedings of the 24th ACM SIGKDD international conference on knowledge discovery & data mining.

Large Language Model driven Policy Exploration for Recommender Systems In Proceedings of the 24th ACM SIGKDD international conference on knowledge discovery & data mining

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.560467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.560467Z digest=sha256:6385de8a175708770bb054a924d1a09e4dac82b7ca374d762065019185160349

Observation 0d6dd346-b993-45a5-838d-c8bfc73a7aae · outbound

This paper cites In International Conference on Machine Learning.

Large Language Model driven Policy Exploration for Recommender Systems In International Conference on Machine Learning

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T15:39:56.904448Z

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.

source=pdf_text observed=2026-08-10T15:39:56.505985Z digest=sha256:d897e9179de4ae5b556ee1bbf81828abc09572c18030f9bfca3c2e7dff4bc01b

Observation 9a0e05e7-b678-4919-9a17-8b0baa9835ba · outbound

This paper cites TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation.

Large Language Model driven Policy Exploration for Recommender Systems TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-10T15:39:56.381992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.381992Z digest=sha256:7527800d4cd0e86e35ee7a3fe4502c8fdd59f534b7519d2d0b2ec2ef03deea3c

Pith citing papers

Observation d00494db-eeb5-4fe8-becb-0b29aa5a4776 · inbound

A Survey on Large Language Models in Multimodal Recommender Systems cites this paper.

A Survey on Large Language Models in Multimodal Recommender Systems Large Language Model driven Policy Exploration for Recommender Systems

Reference 113

Resolution
verified exact
local_arxiv, observed 2026-08-15T21:27:18.467048Z

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.

source=pdf_text observed=2026-08-15T21:27:16.799851Z digest=sha256:15e55511188efdc473ee687be1a55ac3635137d030f9fdfdf24d9216b6189ec2