Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T04:34:28.214871Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2605.21967.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T04:34:28.214871Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5f9ba59e-0296-4b24-b18a-f15a42058393 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f81eb998-0c2d-49a0-a464-b926445ba0e2 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a43db1e8-bd24-4d81-abe4-ea6926ef74ec · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations InProceedings of the Nineteenth ACM Conference on Recommender Systems
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation dba4d269-451a-4dc5-9fe4-d32a52165094 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 68256a4f-22f4-424b-865b-8b34e5305d2e · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Decoding Matters: Addressing Amplification Bias and Homogeneity Issue for LLM-based Recommendation
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 901a19b3-4c19-41f0-80b9-d83604ae85d7 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 122bbed6-47e0-47fd-b3dd-992606c0360e · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1ab0c19f-05e9-45a8-be37-e9f75abb17ad · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6549db46-65d2-423e-81f1-298d9a728fb5 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 52b78f38-31de-40c8-9f96-fee05a2476dc · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 56454867-4fed-4f8e-8e7f-4954db91bd15 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations InProceedings of the ACM on Web Conference 2025
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 66db41d6-8c86-4691-ad3c-3ee1fd32cd3b · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation eb953378-fc18-47b5-8b12-7f38a1f3a1ff · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Efficient Natural Language Response Suggestion for Smart Reply
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a36c88bf-eaed-48ab-b7b4-2dbf57488ca0 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Session-based Recommendations with Recurrent Neural Networks
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2659d829-7f28-4399-800b-dd48ea88e6e3 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Robust an- swers, fragile logic: Probing the decoupling hypothesis in LLM reasoning
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2fa2599a-faac-4b51-b28d-2e89a9f98ff6 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8068571f-be73-4389-b2b7-98753addfac2 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a71ae4da-ef27-490b-8b5e-5c0f728ace8c · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Matryoshka Representation Learning
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e560c52d-3dbd-4309-8453-02eeca58a23b · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 29a0c014-2ac9-41fe-a2fd-2fc99007a334 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Negative Sampling in Recommendation: A Survey and Future Directions
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4de7736d-e55f-4b0a-99c9-23f10ffb1615 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 38491342-bdbd-4ec5-b7cd-a11b5d6d6862 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Large Language Models: A Survey
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 68adb89a-32dd-45a2-979e-01430f224b7e · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation aca46138-c3d3-4fd5-961c-80b292526e87 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 155ca587-6ddc-430f-98cf-ed38594c2518 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 90c7103b-4535-4d6a-87b9-04d1f60b08c2 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8c929808-e972-4543-9ba4-cb94893a9c7e · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 826cace2-7c79-463f-9b75-2ab0d318fffb · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5ea01efc-5219-4958-ab84-7e729d27be15 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Tan, J., Chen, Y ., Zhang, A., Jiang, J., Liu, B., Xu, Z., Han, Z., Xu, J., Zheng, B., and Wang, X
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d6919245-19b2-4eb5-bc18-c96a3a34c397 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a542b79f-0794-449b-9830-106597d3e4fb · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Qwen3 Technical Report
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a5b41146-aca3-4a49-9d22-b267c1e72740 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Can ChatGPT Defend its Belief in Truth? Evaluating LLM Reasoning via Debate
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 78498029-6139-4bda-bcb5-ee393b995962 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 76f3fad4-d774-49aa-9fb6-b623dc151575 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 97a94677-bf49-4a83-ab85-1eb4da7538b4 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation cb9139e4-79cf-4715-bf7f-19cb79028ab3 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations InThe Thirty-ninth Annual Conference on Neural Information Processing Systems
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 85c38152-423f-4c36-be77-ef95c20e66a4 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b346361c-fef2-41cf-a97c-79e95925b47a · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations arXiv preprint arXiv:2505.19092 (2025)
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 46ce351f-fc9a-4637-bcbd-71553d42bd4a · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations A Survey of Large Language Models
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 92b5a338-b141-44c4-8a12-15f2d5fea5e2 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 103e6b65-dfc0-48a7-9cfd-2afcbcd7790c · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 27ac8ec3-dbf5-4872-8332-31da2843c194 · outbound
Reinforced Preference Optimization for Reasoning-Augmented Recommendations decision tokens
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
No inbound Pith citation observations are available.