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Paper Citation Record · LEDGER

Large Language Model driven Policy Exploration for Recommender Systems

As of 11 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations 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 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

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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Unavailable: canonical work link unavailable.

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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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source=pdf_text observed=2026-08-10T15:39:56.385678Z digest=sha256:863ae10c40618f03eaaa298f314d1e14579d0611fd7efa8d32148cbecf44c402

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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source=pdf_text observed=2026-08-10T15:39:56.389467Z digest=sha256:97156b5e7eb115304c9d2433d37e6c415d2f8872f91c566f21aba833bf1900d5

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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source=pdf_text observed=2026-08-10T15:39:56.393538Z digest=sha256:038d6cf0d482be8695933331cf49335aa9511e339fd143a5b85982e80313aaf1

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.397095Z digest=sha256:3266e5e76d6e2117ad55eed7f4c53867948542eacfaa116477008a61a2b1a0df

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.400478Z digest=sha256:1a1f79390cfacd2a7327ed976bf8d804046d0fb7521600ebb29fd64e5515379f

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

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source=pdf_text observed=2026-08-10T15:39:56.403804Z digest=sha256:cbc64a382263bd21389c054ff64791627bec01faf0b9d8d9db7dacb5f1277955

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.407643Z digest=sha256:f708918a089bbfbd65a17fd7d7c7533bac60091f70f50427312e0cb1f50686a4

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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source=pdf_text observed=2026-08-10T15:39:56.411178Z digest=sha256:b85a35c47aec652c67d722a28e6c22f1db6f912ce789b0c712314cb36d2f4888

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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source=pdf_text observed=2026-08-10T15:39:56.414716Z digest=sha256:ecb60caa566dc28bfc032cc033b9baccfd7d1cbf2f25ecd99f16218da80b5bb2

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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source=pdf_text observed=2026-08-10T15:39:56.418253Z digest=sha256:91627c6417e510b20bc65d71d21b16a8f35b42468272a8c9f4c1cf29dbe7ddf0

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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source=pdf_text observed=2026-08-10T15:39:56.425272Z digest=sha256:df5e6dd34cf5d8dd94601dd9a0e70fddcade966639119311782374d515922a3c

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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source=pdf_text observed=2026-08-10T15:39:56.428961Z digest=sha256:45b061c615569915ce075c16cf1813c61184c52d73b00e8bbf8347677e5e14d1

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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source=pdf_text observed=2026-08-10T15:39:56.432133Z digest=sha256:75c98b5509a3c761467e472bc363f961aa685e5f3f7adc692e29a7eaf46b4de9

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.435771Z digest=sha256:c573d7f20ee2f92f25f1d0ff2bb4d879efea2f2f5ff3c1b3f7bfae9722a23003

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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source=pdf_text observed=2026-08-10T15:39:56.438995Z digest=sha256:459b58636f31875c15ff9c684594e75ec3842dadfd216cf7ba631924e523e1fa

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

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source=pdf_text observed=2026-08-10T15:39:56.442357Z digest=sha256:428db6bca86c44a99f2c4dc237b07a30c7ccec232cddeaadbcb87d4a4f68f501

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.450249Z digest=sha256:bee63f517c224343e6a7db594034cd3baaf9dc732ebca8c670f9eb4db71dd231

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

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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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=pdf_text observed=2026-08-10T15:39:56.457021Z digest=sha256:6b33c9f70d9312f4ee0d746a543830fbde809dcf26badc1caa9be13c57910478

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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source=pdf_text observed=2026-08-10T15:39:56.460525Z digest=sha256:ab48e7edf40b05c8b1c424d71c7561b065f46bcba6a7dfde1ca1be65b4c86170

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.463627Z digest=sha256:78114a2478b365d3339da890f9f4b0691f3cc74c1fdbc447ac493880b155ff61

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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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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source=pdf_text observed=2026-08-10T15:39:56.470770Z digest=sha256:fe3925d9f22c4ac37d33e4363e0226e45dedf021b52de128f8b64bb97a19eedd

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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source=pdf_text observed=2026-08-10T15:39:56.473948Z digest=sha256:4f995bf3602fa774daad0e748fe2469e05f610d6b6f2ace44865160d3d666bd3

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.477493Z digest=sha256:8d3d367addfab31249417961d0a825693303ac1f3576985210d988b1ff63fa33

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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source=pdf_text observed=2026-08-10T15:39:56.480543Z digest=sha256:f3517188918d14cc00fa2a214b43b710d598524dc437ee38e159b4bdd733131a

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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source=pdf_text observed=2026-08-10T15:39:56.483620Z digest=sha256:2a588f6041dcc83617e4a00b37c640bb4bd35245fd70069272cad627ee9d4f0a

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

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source=pdf_text observed=2026-08-10T15:39:56.486604Z digest=sha256:b0247f54120b99b57b5d297ec56b723b501692ffc1b47f9283df1878ca93eb4b

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
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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.489981Z digest=sha256:ce3b91831a67dca5a5fb5983e66bd430a1ef3005ab7da57fe1191cff573581c3

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.493083Z digest=sha256:1b7d4e1fed41c968c5488c9acfb573cc0889dc9a763becb7a7b0602c2f339a62

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.496112Z digest=sha256:27f2a25f2d6cf0007ef2b672a124e592b7e923ef037053f3b2d8227599d3565d

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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source=pdf_text observed=2026-08-10T15:39:56.499420Z digest=sha256:9b185f08617554aa24c9b71bdf7227af64ca7bafce9bd7fc8ca6bd6689b77413

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.502751Z digest=sha256:ec89fbaea35ee361cbd96d5832a92352f30f26d9a6ea7893d9c2ff62c9d22283

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 2026-08-11T06:34:44.6726+00:00.

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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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.512426Z digest=sha256:e81a2e64708149765f7fea4bc5df9c32c2dfd5510a67de0e8f56d3e3cbc9c3bd

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.515433Z digest=sha256:1837e0a385d94b53d39b865ac0622271fc41e1cbb8bcb27c616c2ddb56257c9f

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

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.518706Z digest=sha256:6f7371b8789b6827c4ef31f50d2988c5cebe1fbe5cb84298995094dff5e17197

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

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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 2026-08-11T06:34:44.6726+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
no resolver link, observed 2026-08-10T15:39:56.524981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.524981Z digest=sha256:6530f7a37a5d8840ca31760451ed485b871eda8459cebe7564f2f22144fca279

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.528612Z digest=sha256:5b3c4b13ac64fa8f22a24677551086f52388cc7e87c26238367e4e822d9ff61b

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=sha256:15a9d609d4c03f5da32fded11f3e301740eb4116c0c6b792f12b285497842b8e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.534940Z digest=sha256:a3c04e42d97455e5a39153537d7b365cac0a8bb9affe45d99bc529e441856ff8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.538184Z digest=sha256:18a3b2099ad9f8b41793cc6f69ea923e7443b6842982128b8d24047dbe3411b4

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.541239Z digest=sha256:60ce3f5a9adc9111313833733f79c7b9583415c978654bfdaf9cfc3ce3884eb8

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:ba45a2a40eb1bf5a48c371099e1d66e28a2834eb67b6029d3510964155675b72

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=sha256:117997ca897dd827a6d228c4d3733789f86b60f7a637342430bff7a10ffde06a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.550468Z digest=sha256:365730faa93304bcc7546d826f758f1dbf53a7b911815f2a72a8f04bda529720

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:f8a16c7e5021dd63c1303a505b9d8dccb14d5779cee5b0ec61a9a4e96239f2d6

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=sha256:29e052098de1367341a74ce85786fd37070d7936dcff95cf0321ea43f4e89c44

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=sha256:648bcc102446f53edd1f32d18492db0bb6491be559cfa5e9e8b532cbe3c1ec60

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=sha256:2e56fa4e2614df79a0055bb4e98384dd4861072f09a88a5fc398f0ef7b8f347a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T15:39:56.505985Z digest=sha256:7d720ca9dbd4230add64e04548dec5bc5445768804da502de3ba6034c34f75cb

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=sha256:8bd3113c03d51bb9f6f10745a539cae6361581b0d5994ac68b1ee818d124b492

Pith citing papers

No inbound Pith citation observations are available.