Paper Citation Record · LEDGER

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning

As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2508.18812.

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

pith.paper-citation-record.v1
2508.18812 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:15:27.643479Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

45 of 45 outbound references displayed

verified exact0
verified fuzzy3
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cab9269c-9946-4ca5-9997-abcc6ee6f613 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:29.053264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 55ac76f6-566e-4b6a-b404-41e811aed9f4 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:29.023950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4d251211-5e2f-4c20-a067-62b5b367a6db · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:29.000647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b76aff31-94ed-4566-aa48-17a322690548 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.965318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e223bc8b-727a-40ce-8864-8808d480a95d · outbound

This paper cites M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.333057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70ad158f-47b7-4a0b-a344-7b1cfbfaa081 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.343569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 892cfed6-f788-4a25-a577-bb8264302d90 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.937294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 26f502f7-963b-4524-84f0-60e83d81a88a · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.896541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b95b9894-1a88-40a6-b94b-f89bf860983f · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.365652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e14eb3b-affc-4bd3-a8ee-33da9739c6ce · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.845565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4b9aaeee-e468-4996-9e48-dc5b75bea06b · outbound

This paper cites LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.385459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03075e88-3b12-41f8-b06f-e2f53b8dcb0b · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.810173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3278a4a6-e696-4435-af3a-6945c48ba873 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.785320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5f57f00e-b430-457c-b67d-9bbc5f4294c0 · outbound

This paper cites Scaling Laws for Neural Language Models.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Scaling Laws for Neural Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.418693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a21c57bb-2aea-4917-86aa-665cc1a17d00 · outbound

This paper cites In 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning In 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:15:28.745038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cad72868-68c7-4968-95a1-99898c3f4d06 · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.436546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838dd25a-1568-42d3-9ce3-9c93cc819441 · outbound

This paper cites Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.428852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48bacd37-df9e-495e-8322-a9343908c502 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.685629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8f8d0d03-8e2a-4d72-881c-3d3e2976fb1b · outbound

This paper cites Bernstein.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Bernstein

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:15:28.713300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 26ec4b34-7f4d-4c3b-9e34-561b18428bb8 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.478602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0160d520-68e9-44d0-bee4-da7b77c1b1cc · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.457309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 263f2ccb-9ee1-46dc-88b7-b411647e8a13 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.629758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0338c7e4-198c-4817-999d-aa804149bd47 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.501527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78908a41-c9fc-484e-925e-699a2a5cdc35 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning HybridFlow: A Flexible and Efficient RLHF Framework

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.487787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c130d8-061d-47a3-9f35-9c1bd5a2b8ba · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.594902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0de46b1e-ccb4-451d-a5c0-7a338963d609 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.568329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ddaa89c1-4dcb-4b59-af3f-66785ffa6efe · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.507439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e4c227a-0dfb-494f-8105-01b1347b2635 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.509191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a0e3e367-a6eb-41bd-831c-ef44c499c4cb · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.546475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1385202c-66e4-44ab-a4f1-bced25a7ecf2 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.536827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 932dbf3c-7d53-4458-9c72-44063c285b5e · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.457412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3024f050-71e9-454f-a12e-4f5c0ca8f254 · outbound

This paper cites Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.565145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bb3e506-192b-4ba7-afe4-78fbe5bf9b2c · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.483466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c93108ea-3ea2-4ba2-82f4-50744c7dd174 · outbound

This paper cites Griffiths, Yuan Cao, and Karthik Narasimhan.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Griffiths, Yuan Cao, and Karthik Narasimhan

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:15:28.431842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a694482e-e08f-4bf7-8437-7a22bfb8f4ad · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.404464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a402576a-00d0-4ee5-b5d0-004f3ab37ad7 · outbound

This paper cites Item-Language Model for Conversational Recommendation.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Item-Language Model for Conversational Recommendation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.572657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afa33e67-7911-4fe7-bbf5-c5a1b137069f · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.339275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00561111-c51f-4416-af3f-a0c0a35705b8 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.298299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 50cca884-6bb1-471c-9d43-ffe830454ee1 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.379536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8aefc3bc-1569-4730-a7a6-01f9e8b08044 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.630484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e00b5d6-be19-4167-98fe-28f989b8dc50 · outbound

This paper cites A Survey of Large Language Models.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning A Survey of Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.636922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b78a4aa-e08c-4ea6-adb3-aeba105acc07 · outbound

This paper cites an unresolved cited work.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:15:28.266877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a83e187c-bd36-4d7c-9908-1b0ce1fdc258 · outbound

This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.643479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3da9b0bb-cf99-4a0c-b3b9-468faf771007 · outbound

This paper cites Proximal Policy Optimization Algorithms.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Proximal Policy Optimization Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.470321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c0634fb-ae2f-4a98-8535-1fb710254f7c · outbound

This paper cites Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects.

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T16:15:27.326270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.