Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges | Paper Citation Record

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This paper cites Abdollahpouri et al.User Modeling and User-Adapted Interaction30, 1 (2020), 127–158.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Abdollahpouri et al.User Modeling and User-Adapted Interaction30, 1 (2020), 127–158

Reference 2

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This paper cites The Llama 4 Herd: Architecture, Training, Evaluation, and Deployment Notes.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges The Llama 4 Herd: Architecture, Training, Evaluation, and Deployment Notes

Reference 4

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This paper cites User Preferences for Large Language Model versus Template-Based Explanations of Movie Recommendations: A Pilot Study.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges User Preferences for Large Language Model versus Template-Based Explanations of Movie Recommendations: A Pilot Study

Reference 5

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This paper cites Invariant Risk Minimization.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Invariant Risk Minimization

Reference 6

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This paper cites Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph

Reference 7

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

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Reference 9

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Reference 11

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 12

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Reference 13

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This paper cites ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning

Reference 14

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This paper cites Evaluating Position Bias in Large Language Model Recommendations.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Evaluating Position Bias in Large Language Model Recommendations

Reference 15

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Reference 21

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges MemRec: Collaborative Memory-Augmented Agentic Recommender System

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Yann Dubois, Balázs Galambosi, Percy Liang, and Tat- sunori B Hashimoto

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Lusifer: LLM-based User SImulated Feedback Environment for online Recommender systems

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Fine-grained List-wise Alignment for Generative Medication Recommendation

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges A Comprehensive Survey on Trustworthy Recommender Systems

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Leveraging Large Language Models in Conversational Recommender Systems

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Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 260d2fe8-bc7d-43bb-81cb-611ef705caef · outbound

This paper cites LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.166274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 20f52b95-2e22-4162-ae92-21f0d5368967 · outbound

This paper cites DRE: Generating Recommendation Explanations by Aligning Large Language Models at Data-level.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges DRE: Generating Recommendation Explanations by Aligning Large Language Models at Data-level

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.324344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 7f2d2dec-0aa1-4a2f-8fc4-f7bcc32654ca · outbound

This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.114850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation edf0c946-2439-4bd5-b6e3-0312681e5975 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f22c81-2b12-4aca-ab41-33aaf87226c0 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0614d60-b0c3-4fab-9a39-401c0896be9b · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae222376-adc2-4005-b785-300e9fe75cab · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dc8635d-8267-47cc-93b9-9b4b981fae3c · outbound

This paper cites JobRecoGPT -- Explainable job recommendations using LLMs.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges JobRecoGPT -- Explainable job recommendations using LLMs

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.120229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 70ec6446-0b21-4815-a963-a0a7eac7e701 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f939eeda-00ef-4912-90ba-8d3fdb104e54 · outbound

This paper cites Breaking User-Centric Agency: A Tri-Party Framework for Agent-Based Recommendation.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Breaking User-Centric Agency: A Tri-Party Framework for Agent-Based Recommendation

Reference 70

Resolution: verified exact; local_arxiv, observed 2026-06-28T18:42:29.090388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 65418f8b-9626-458a-84b6-0e1c7d8fc699 · outbound

This paper cites LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.093000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 09cf9c7e-51d0-4dca-b9a2-56d535fc0111 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2e68570-d521-4dd5-8175-b1f2d15a364f · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 458483f3-5612-4eda-b78f-c6cd7e619b35 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ffee089-7cf9-48f1-90a5-5ff9cd90e9b9 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eca41967-c809-427a-8fe3-19da18294203 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f7731a3-b86f-41f9-a8d6-b441c224e02d · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa1eccac-b3d5-4440-b543-2a8c820cfe36 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a223b2ec-2c1b-47f7-ae47-5622f1ed4f74 · outbound

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

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Session-based Recommendations with Recurrent Neural Networks

Reference 79

Resolution: verified exact; local_arxiv, observed 2026-06-28T18:42:29.095443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation d5ec9f01-1fea-4eb0-9197-9c2876c4537b · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c77c221-8a58-4f09-8969-7943d9619b8f · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cb3a739-bd86-4ab2-bbd0-12559e1acf07 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0717a331-3ad4-4831-982c-05f6b96009af · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18db5b08-42c8-498f-9b74-7093c99dd6a1 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968f0dd7-7b7e-40d7-8240-71aa043f8dec · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a83e4d0b-5d22-4b35-9eee-5e28859af6ff · outbound

This paper cites UP5: Unbiased Foundation Model for Fairness-aware Recommendation.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges UP5: Unbiased Foundation Model for Fairness-aware Recommendation

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.109194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 6e34c719-c983-4398-a90d-937be3aaf876 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d8cf8a0-ebe0-49e4-a1a3-56e38fc64615 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c9a3b69-60d6-47fb-9766-5cd219776fa3 · outbound

This paper cites Data Poisoning Attacks to Deep Learning Based Recommender Systems.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Data Poisoning Attacks to Deep Learning Based Recommender Systems

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.075857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation f83e846d-1b5c-45c1-84b6-99b68dced12d · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Large Language Models Cannot Self-Correct Reasoning Yet

Reference 90

Resolution: verified exact; local_arxiv, observed 2026-06-28T18:42:29.084381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation 8eb74aaa-c5bf-4daa-9753-aa188c1618cf · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532a0e7c-6e08-46d8-90d1-77ac21dd2ad0 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb1bf775-e271-45bf-afe6-c02a105daf65 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 007beea2-72de-41ab-b083-747b9466d46c · outbound

This paper cites Improving LLM Interpretability and Performance via Guided Embedding Refinement for Sequential Recommendation.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Improving LLM Interpretability and Performance via Guided Embedding Refinement for Sequential Recommendation

Reference 94

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.046670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-15T06:30:58.975436+00:00.

Observation a8bc5d5d-bf1e-4a70-b383-ec89ea7677d8 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23ef77b6-a1a5-4188-9b87-f2382647c0e9 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f74f97b-ddb7-4156-9082-63f52d6841d2 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b0ae687-3d53-4342-8d3c-a41a42eb32b8 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da69a736-e731-45d4-97c1-058faf63f1c5 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 906268ff-956b-4512-8417-a0a0ab47cc08 · outbound

This paper cites an unresolved cited work.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-06-28T18:41:06.636352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers