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Paper Citation Record · LEDGER

Large Language Model driven Policy Exploration for Recommender Systems

As of 12 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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.377711Z digest=sha256:cb021e7bca80abbdf66f4331e061ddafc83922a59acbbb03516c759309010b36

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:a7dfd3fbf014887aea6b28706fa8db2361f3598da43d7af208bf699e2b67e23c

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:faca86690e2b0f76575e201ed9967df80f9d32f8cd2a21b2e934dbabff2739a6

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:ac58ef25590d31553ea8b26ab2ac8c295efae456143d0a438b5f8c90751ce7cf

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=sha256:9ed7de406ea17a21404f0f54d521ed7194a477aa6649678ff8000be76d0badd5

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.400478Z digest=sha256:f676e3ec1e50a2972f18e4bc2f98dbf073516c847dc8950199fb66c3a69dc608

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.403804Z digest=sha256:2d029350c457bd2691126cc2cadbff3a64ac4cc78a28319f0c63f7fe9a0b73e4

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

source=pdf_text observed=2026-08-10T15:39:56.407643Z digest=sha256:1c3e24a6675e2c17eae08ae490d01a9e6bef29c08a1678ac16f37511ee42fb49

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:ceead0d88684b82d6f1698e232be1d893a4fd4ff95cadc8c79cc09397426efa3

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:ad73f32251dd2d51dba6fa04fafed9767baebea38cbad401f41d3e23acfb8f89

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:fecc3f26aa7bab9ef35cf9cb0816cce9de073ca707d92e1621b320d6b593a19e

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:a944e4fa16b8c39fa8366a762d86ecf0aff5059bca2d950ec04f7e49cccb7835

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

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source=pdf_text observed=2026-08-10T15:39:56.428961Z digest=sha256:67ade5efe3365c3595baa296261cc776a2c5a6602bbdaed201fe88af43321db2

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=sha256:4bf88c0074c4a9c95e42074b28640e1b762f6e7b6af45f83d3cc8e6dec4f91b4

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.435771Z digest=sha256:7f12fd424edd59c859a928dcc5b895ffca1f62cbbf2316a978334dfa3f6a1d6a

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=sha256:46b12970cb2171e3d9cbd7a0560ba8d6fb5f7abc02469970b6dc2113e9c36ae9

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=sha256:6056ecfdf8c2fca9eb9381bc56f14710b00433994e550bba665f014e9734ebae

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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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 2026-08-11T06:34:44.6726+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

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

source=pdf_text observed=2026-08-10T15:39:56.450249Z digest=sha256:ba5945ce22c014d33de4a6f22b6d2cda50667b492b04c7b3b17f8b99d9880468

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=sha256:8d6a7b748bc115c431c9de9eea53b515697ce01dc7841ff042318e28b72f2e45

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=sha256:486292862168e65add7945fdff685bd9e4e862d371164edb1c15a789cf488f92

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=sha256:0d0bafdecf05c48ff5e870dc58d4e5403e4cf6fbc8d60f4ca6195111ab8cf2f6

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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source=pdf_text observed=2026-08-10T15:39:56.466873Z digest=sha256:a5267d36a6d0de92474fff3910afe2371cd7c5dede69d28717c1674205eb2f2e

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=sha256:82aa617b86fd43fc513e89f8ad9ae708ac25944aa3e7744448b96a2c246ea25f

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:fc8a8676293fcb99205a9bd77bc359dcc5cae60e4bc1612e50c930c6458b0250

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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source=pdf_text observed=2026-08-10T15:39:56.477493Z digest=sha256:cbd6aa982ffb4430c4594a5286885501a4c6cb41006016a98ea3b85359b1ebdc

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=sha256:2e72552bb44df22f9c2b690a4ee0bac162d6a5f276c70899c275e58adcc075f7

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.483620Z digest=sha256:414607e2c7bbc66a8fca315e2d08c5ee40795739a5a5b993d55b7507b1d9a38f

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T15:39:56.486604Z digest=sha256:59caa94505da34b1e35740d7665a15e1f5dad991ec16cbfa73b3950540f2e8fb

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

source=pdf_text observed=2026-08-10T15:39:56.489981Z digest=sha256:1d8345849b7c802aab601e1d4aba3df0d58a89abd92cbba17bf4978569a9a923

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:c93d723b463addefdf77d893b09f77416aa0b66501a4539c9a5d09cd3f972240

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.

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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:ad483aa3cf11e4b370c044d54cdea5819433d6a211db2f68169ef3a2957a3c60

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.

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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:d0086d49f52320c174139fc8a830db9ff823697125700fd67477258372120147

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=sha256:56859ae576cacf87f860726e75523a72f43ad57d29ccc414e65e3d542643f2c2

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:d48023cbf5d87d57ebcdf9e53b876b17f9d4fde39b3a00c7f800a86be74d708c

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 2026-08-11T06:34:44.6726+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=sha256:3b47f289706ae93694dcd0abb7b8764b4677deff0d33b47764269c1627e19b91

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.

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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=sha256:90fd87be06adcd2262c31a11578d4ace93e6ec14c0b37e7c97039ef6de242019

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:d41aa6d44d8ceb2941c503a4b3ed3781d3df3fc05540088778bfd621690e9cd7

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=sha256:036ee24d0033c32f66f56a8e630e30b41e859d8de63c7333416decadac844d13

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=sha256:4e55c63e39c9fe77aa61fb8bceeb8d46fa0e3132bc1f7ae618db62981fe4507a

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:f6e6c0abd5abb68c5f4e1e61285da794cf245a334a2a4247b84c1f1ecaa4eefa

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=sha256:9b1822a7a07ba03a9d87f71f417466b2a3d33397da5e29c69745c473b6ed6494

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:b736b86ea72b65aa28be336aed8539f99e2efdbe5e06d3905d7b6c7dcaa3eb44

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=sha256:746cbc170866ad9222c867eebc62e3cdff0a1c8427caa3ee04f38e63816f4e28

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:c5e4780c9575c60e2f748dff4195855f5c6a68bbaef4c02ebf8a86d65f41c040

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:cde73f6f2e2a2fbdbf9087f6ed82303099d7252a5f71ff3c7b051fa502582203

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=sha256:778facbcbb385baaca25e37cb876fe8b260529dc0df156ed1d6fc20a68cb11cd

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=sha256:8d1f8b709d758c3bae96cccf13888bf49e71bafeb2bb6795497c573eca598b01

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=sha256:7a960b3e97824003abaeae1e637070185b8d7226e59d7b8ef8d4fa17948d96a6

Pith citing papers

No inbound Pith citation observations are available.