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Paper Citation Record · LEDGER

Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 82 inbound Pith citation observations for arXiv:2303.14524.

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

pith.paper-citation-record.v1
2303.14524 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 82 of 82 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:07:57.925699Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-05T15:21:13.042510Z

Reference resolution

0 of 0 outbound references displayed

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  • verified fuzzy0
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c68975c8-a374-4346-9a7a-4101d5962704 · inbound

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions cites this paper.

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 100

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verified exact
arxiv_id, observed 2026-05-13T02:46:27.565219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-13T02:46:26.957539Z digest=sha256:66533ad688f9483b5a13f8fe61290253f963ef93f962d74cde2fedb1cdec56e1

Observation ff4ffe64-9eee-466a-b30a-51b6ed4d9df1 · inbound

Retrieval-Augmented Generation for Large Language Models: A Survey cites this paper.

Retrieval-Augmented Generation for Large Language Models: A Survey Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 99

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verified exact
arxiv_id, observed 2026-05-24T05:13:57.196677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-24T05:10:25.171044Z digest=sha256:0135f11d1a829db768ed911f337f1008a480cb8b4491791c0b050e0ff457c6f2

Observation 86de0634-13da-407a-90eb-68a9e9e70631 · inbound

LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation cites this paper.

LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 13

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no resolver link, observed 2026-08-12T20:45:36.249650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:45:36.249650Z digest=sha256:572d9d3198386cdc0b9716b224485e737023e4a4ea07c32591e61cab7d7a0a59

Observation 913dbd7e-9634-4d2c-b721-2bf09e8dd1e3 · inbound

VidHal: Benchmarking Temporal Hallucinations in Vision LLMs cites this paper.

VidHal: Benchmarking Temporal Hallucinations in Vision LLMs Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

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verified exact
arxiv_id, observed 2026-05-23T16:58:11.990497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-23T16:57:12.821916Z digest=sha256:7b92a07480fffcebcf0c0b6fd976c8ebe422f8888e5e0c0ffac62c6c962d3a6a

Observation 9f2011f5-8825-44af-961c-fad9562f6b23 · inbound

Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph cites this paper.

Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 2

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no resolver link, observed 2026-08-12T19:04:09.117889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T19:04:09.117889Z digest=sha256:79e47b6bca42c38e9e8a8a7ae37e74a8e880d749d5ce7b27fef8c3ad8efee899

Observation e8e7b2f5-fd2b-4e4c-8ed5-7de04c2c2b88 · inbound

Explainable CTR Prediction via LLM Reasoning cites this paper.

Explainable CTR Prediction via LLM Reasoning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 7

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no resolver link, observed 2026-08-11T23:23:44.574251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T23:23:44.574251Z digest=sha256:019ffbb396466f96f3007cee19e6b80e60bd257bc747195f976d9429fae175d5

Observation 88244d3e-b09f-4e53-b264-a2cb07bcec1a · inbound

SPRec: Self-Play to Debias LLM-based Recommendation cites this paper.

SPRec: Self-Play to Debias LLM-based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 21

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no resolver link, observed 2026-08-11T17:17:41.234118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T17:17:41.234118Z digest=sha256:d20562aa41c23b4ac688e1e23e5f62482b224e7f0318f583c3504d8cc0f36b2c

Observation c59de4c0-1a05-4461-a7d3-18e5a635e35a · inbound

Large Language Model Enhanced Recommender Systems: A Survey cites this paper.

Large Language Model Enhanced Recommender Systems: A Survey Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 16

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no resolver link, observed 2026-08-11T13:11:48.545890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:11:48.545890Z digest=sha256:c5ff9e7b520d8380480ccd7fec39d3b83716bf902850e7440a44ba968f564474

Observation 5d7ffae7-20cf-476a-bcae-3dfa8e87abaf · inbound

Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models cites this paper.

Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

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no resolver link, observed 2026-08-11T13:05:43.940377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T13:05:43.940377Z digest=sha256:04f157734daead03cf2aedac137f47cbd35221d87cdef83fcdefa609a114da3c

Observation b5a7879d-6af2-4f53-a9ee-8508a9009588 · inbound

RecLM: Recommendation Instruction Tuning cites this paper.

RecLM: Recommendation Instruction Tuning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 5

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no resolver link, observed 2026-08-11T00:48:04.049530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T00:48:04.049530Z digest=sha256:5dec0fa6a249611c34750016cb24445b5271e4246245788631fb23d9fd148a97

Observation 22d0c493-3a98-4fac-9a30-e04a5608e95f · inbound

Can Large Language Models Understand Preferences in Personalized Recommendation? cites this paper.

Can Large Language Models Understand Preferences in Personalized Recommendation? Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

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no resolver link, observed 2026-08-10T16:17:33.528758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T16:17:33.528758Z digest=sha256:2b14bb2f38b1f36859b26eb51353d3268b2b8c741f7ecf6514f1d1f75002301f

Observation 22a5d4b5-13da-47a3-93bb-66dce7c42d29 · inbound

Multi-Grained Patch Training for Efficient LLM-based Recommendation cites this paper.

Multi-Grained Patch Training for Efficient LLM-based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

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no resolver link, observed 2026-08-10T14:41:39.173534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:41:39.173534Z digest=sha256:4f7bcbd267a18974eb6da442919e478a384a216606255c7a29daff4ef23de8d8

Observation acf05430-02b0-4556-9906-adf621532c5c · inbound

LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation cites this paper.

LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 9

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no resolver link, observed 2026-08-09T20:58:45.278575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T20:58:45.278575Z digest=sha256:6bd31e666fc04f93949c01ce355c295124426672eef4f6080bdc52ca91e9158f

Observation febbf462-cf54-477c-9fec-7663be1cab56 · inbound

Intent Representation Learning with Large Language Model for Recommendation cites this paper.

Intent Representation Learning with Large Language Model for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 10

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no resolver link, observed 2026-08-09T05:15:43.409394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T05:15:43.409394Z digest=sha256:04bd9150cfd5a9776b2fd7e38b62cb0c11435bef48885d6a673514b2fb7ec6b5

Observation 23a9e06e-9b17-4ce8-a4bc-c6e9d0d26d8e · inbound

Hallucinations are inevitable but can be made statistically negligible cites this paper.

Hallucinations are inevitable but can be made statistically negligible Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-23T02:42:25.787075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-23T02:41:59.640979Z digest=sha256:0e5dbba92fd29518ee794e0fc08691b2c58101f5f1d4690d7c355fc3140b4ff8

Observation 9888da37-ecac-4969-b278-08a30947aaf1 · inbound

A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms cites this paper.

A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 6

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unresolved
no resolver link, observed 2026-08-16T11:07:57.925699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:07:57.925699Z digest=sha256:d988a3402a29d6b0c0ea266d2c3a7a90b4b461109d341382d9c6ae43f2c22a91

Observation 492cbbde-ff73-4675-afac-09773664db75 · inbound

Generative to Agentic AI: Survey, Conceptualization, and Challenges cites this paper.

Generative to Agentic AI: Survey, Conceptualization, and Challenges Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 44

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no resolver link, observed 2026-08-16T10:10:24.872475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:10:24.872475Z digest=sha256:c285e50cda34984a134b91aa2b824786aea6767ddc933660470a986d6bee1bef

Observation 42db01ae-0b3b-4d79-a060-ddd85cbf7333 · inbound

An Integrated Framework for Contextual Personalized LLM-Based Food Recommendation cites this paper.

An Integrated Framework for Contextual Personalized LLM-Based Food Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 66

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no resolver link, observed 2026-08-16T10:16:09.019068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:16:09.019068Z digest=sha256:233e56bc7e6c318bbbe2000bf49fa69377b6ffd7023a60a17f492ced95f8b9cf

Observation 835af586-d7a3-4fcb-94b5-3cdfc96e97c8 · inbound

Preserving Privacy and Utility in LLM-Based Product Recommendations cites this paper.

Preserving Privacy and Utility in LLM-Based Product Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 26

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no resolver link, observed 2026-08-16T04:35:58.124332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:35:58.124332Z digest=sha256:9bd35b77bce222626e6292dee3caa9fbd2606e91c550f9442e86d06b597bb946

Observation f167fd12-49a6-4962-a156-bc4a544b6ca8 · inbound

The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations cites this paper.

The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

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no resolver link, observed 2026-08-15T23:18:58.057218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:18:58.057218Z digest=sha256:08e82069eebdacff394f288751b9b0c2abe02c3198ceff3c6709cc3fbe1a1e93

Observation 8b966263-2eb3-4dd4-9e8a-a8d79d9df50a · inbound

Conf-GNNRec: Quantifying and Calibrating the Prediction Confidence for GNN-based Recommendation Methods cites this paper.

Conf-GNNRec: Quantifying and Calibrating the Prediction Confidence for GNN-based Recommendation Methods Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 3

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no resolver link, observed 2026-08-07T15:04:10.378595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:04:10.378595Z digest=sha256:274109a15cda7329e20ae0cef7045ad53ffba159ad4a47fe8196dbb56ec2c26e

Observation c7476dfe-5211-48f7-99a5-65d69fb966d2 · inbound

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems cites this paper.

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 9

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no resolver link, observed 2026-08-07T14:14:08.960694Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:14:08.960694Z digest=sha256:454aac9b8a9bd330310fc8a807a5374a44e37a44f4aece56eac53ddcd1c4c663

Observation 53b55e8e-a0bc-4987-9279-7d1491e8dd4d · inbound

Bridging the Gap: Self-Optimized Fine-Tuning for LLM-based Recommender Systems cites this paper.

Bridging the Gap: Self-Optimized Fine-Tuning for LLM-based Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

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no resolver link, observed 2026-08-07T13:52:20.984103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:52:20.984103Z digest=sha256:b5675a91626ecb845487a56311f6f7197c05a5ecdb3a1866fcbac1ee49a2bd22

Observation a49a1d6b-d0c0-470d-be80-fe45446070cd · inbound

Xinyu AI Search: Enhanced Relevance and Comprehensive Results with Rich Answer Presentations cites this paper.

Xinyu AI Search: Enhanced Relevance and Comprehensive Results with Rich Answer Presentations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 25

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no resolver link, observed 2026-08-07T13:26:04.476169Z

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source=pdf_text observed=2026-08-07T13:26:04.476169Z digest=sha256:5a198b1d5beb904cb0cbf559df50cdca24c2e3ca9c41c7e02040781d3079e729

Observation 59384b6f-4f57-494f-903f-06e25d16dfe0 · inbound

GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion cites this paper.

GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

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no resolver link, observed 2026-08-07T11:42:09.394724Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T11:42:09.394724Z digest=sha256:b6a23bed73fcd7c3ed18b15516b71d59bb75d8e10def73342c1c98a5dfa982d5

Observation ccd3b9d3-6c1e-4265-b27a-88dcf8ea4267 · inbound

GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems cites this paper.

GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 13

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no resolver link, observed 2026-08-07T10:56:21.712966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:56:21.712966Z digest=sha256:107a225bd80736c3af82a9cff85b70a4f0e6a54a76baea4dc3ae9e1984c76bc0

Observation 70275cf7-8086-4bc0-af5b-10f869f6408c · inbound

Towards Building General Purpose Embedding Models for Industry 4.0 Agents cites this paper.

Towards Building General Purpose Embedding Models for Industry 4.0 Agents Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 2

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no resolver link, observed 2026-08-07T00:48:45.823507Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:48:45.823507Z digest=sha256:00951137c5f983e48f3ee53e7fd49c5f7ec0a60281ba889d25edc5223abcebf3

Observation ad329b24-594e-4532-bd9b-6f2d58234d43 · inbound

CORONA: A Coarse-to-Fine Framework for Graph-based Recommendation with Large Language Models cites this paper.

CORONA: A Coarse-to-Fine Framework for Graph-based Recommendation with Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

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no resolver link, observed 2026-08-07T01:00:03.098385Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T01:00:03.098385Z digest=sha256:8b196d7c82e1004740ad51718823aa03665da8d41eab2683013b1589fbb3cfcc

Observation 3e7fa838-7188-4ad6-9385-649bafc1da88 · inbound

LettinGo: Explore User Profile Generation for Recommendation System cites this paper.

LettinGo: Explore User Profile Generation for Recommendation System Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 10

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no resolver link, observed 2026-08-15T18:57:42.263435Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:57:42.263435Z digest=sha256:c8cac3efc53bfa6235ec9a4aac751a650f9d444dd11ccf614312ae0d01843c14

Observation 2f01d863-788b-4415-ac10-b01ae23a28e8 · inbound

On Mitigating Data Sparsity in Conversational Recommender Systems cites this paper.

On Mitigating Data Sparsity in Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 7

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no resolver link, observed 2026-08-06T21:20:04.703005Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T21:20:04.703005Z digest=sha256:6e7ce3b3a1d42084d5c51efa1b27001911aa7839860d0121da602cd15155f014

Observation f980e800-a06a-4395-8c20-6e70b64fbd1c · inbound

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning cites this paper.

Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 12

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no resolver link, observed 2026-08-06T18:54:13.854059Z

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source=pdf_text observed=2026-08-06T18:54:13.854059Z digest=sha256:04ece8be0457174380d2397ce1a7bdc1f23c14ac3cedcec07ad572dfc387308d

Observation 32c3b25b-8c2d-483b-85b8-914166773ebc · inbound

Revisiting Prompt Engineering: A Comprehensive Evaluation for LLM-based Personalized Recommendation cites this paper.

Revisiting Prompt Engineering: A Comprehensive Evaluation for LLM-based Personalized Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 15

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no resolver link, observed 2026-08-06T16:27:23.087264Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:27:23.087264Z digest=sha256:f05f65fc0c11543fb9f99c94d3453cf931cebf066f57527ff8c9698b308965cd

Observation c1031aec-7d65-4e59-960b-01927b989888 · inbound

Consistent Explainers or Unreliable Narrators? Understanding LLM-generated Group Recommendations cites this paper.

Consistent Explainers or Unreliable Narrators? Understanding LLM-generated Group Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 9

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no resolver link, observed 2026-08-06T16:23:36.960972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:23:36.960972Z digest=sha256:96cbe0d5b544bf320219c40de7ffcf1e127537010294c952cee93328cf611431

Observation 5d8cf1f5-b9b3-4645-8ebc-91fb033d6b6e · inbound

LLM4MEA: Data-free Model Extraction Attacks on Sequential Recommenders via Large Language Models cites this paper.

LLM4MEA: Data-free Model Extraction Attacks on Sequential Recommenders via Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 4

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no resolver link, observed 2026-08-06T15:03:57.160858Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:03:57.160858Z digest=sha256:a0a67000abacfa4a26f6bb7611a94b484d1194310317ea8248a1749caf6c7b43

Observation 6ec7908e-5949-4e7e-b1fe-7020f1a56dbf · inbound

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems cites this paper.

R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

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no resolver link, observed 2026-08-06T14:58:23.251410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:58:23.251410Z digest=sha256:3029ea92ea19f0937953eb2403633a5ba991f04a38ef0c1b9812caf6dfe33a37

Observation de6366e8-3a36-4e31-8391-6de038610980 · inbound

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems cites this paper.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T22:57:03.527445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:57:03.527445Z digest=sha256:8f6a49eaeab3aa8975591c113b19612b02b03fc90d12d2b15334c5b1e4eddd5f

Observation 5cf00195-0699-487f-97c3-e5df9cff2974 · inbound

The Missing Giant: Do FAST Spectroscopic Observations Reveal a Scarcity of Large Polycyclic Aromatic Hydrocarbons in Astronomical Environments? cites this paper.

The Missing Giant: Do FAST Spectroscopic Observations Reveal a Scarcity of Large Polycyclic Aromatic Hydrocarbons in Astronomical Environments? Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T18:03:31.920492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:03:31.920492Z digest=sha256:08fb81bde638982cf9083b99ecc09a0c45f05c04fb4ebf88b29d9e4adb288d1a

Observation 5563a707-f3e2-4dee-b985-2c86567d4569 · inbound

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation cites this paper.

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T18:02:16.817626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:02:16.817626Z digest=sha256:f32dfa6d9e3236ae40f58694bfcfd5af9c979a8d7deb187bd6cc4b2c1598fb35

Observation afa1c538-b200-41b6-b11a-2d7eadfe58f4 · inbound

Membership Inference Attacks on In-Context Examples in LLM-based Recommender Systems cites this paper.

Membership Inference Attacks on In-Context Examples in LLM-based Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T16:24:50.964758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:24:50.964758Z digest=sha256:9393e6f2a57792421dbda6ccf5c4c538e747737c51a86d4f421a1fe0d503d929

Observation d5b8835c-645d-41b9-ab5d-f557ecb55d48 · inbound

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions cites this paper.

A Scenario-Oriented Survey of Federated Recommender Systems: Techniques, Challenges, and Future Directions Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 168

Resolution
unresolved
no resolver link, observed 2026-08-05T15:41:00.970465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:41:00.970465Z digest=sha256:0d73cc1a13f9fdfd07e4eff2092598618806f904db5d58510fe510d58c04bca4

Observation 05a2d417-0e56-4a8f-9c63-c296192a8c0e · inbound

From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation cites this paper.

From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-18T13:16:24.141782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-18T13:15:29.324693Z digest=sha256:2f772e79013d1387cbeb39bcc1335d94b38f7045f3b65cfd90e525fddf4ef694

Observation e9dad8fa-cc10-4d38-a671-e9d54b000aeb · inbound

A Survey on Generative Recommendation: Data, Model, and Tasks cites this paper.

A Survey on Generative Recommendation: Data, Model, and Tasks Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-18T03:50:52.178388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-18T03:47:08.208082Z digest=sha256:d0c01261cb9283e663d814fed192bf91ecbef67f2b8cbf6d0c63a1027994065e

Observation f98b3c8d-a066-454d-858b-22c24e45d77e · inbound

Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation cites this paper.

Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-17T06:19:09.859565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-17T06:16:53.140133Z digest=sha256:2aee7e1211579b907103f85a508124bbceaa0073cf91e0c5402f86403555dca9

Observation 62966979-de0e-40a9-b7ca-14ae96b6e7c0 · inbound

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation cites this paper.

SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.398838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T09:22:52.783683Z digest=sha256:63d702f5bba020c9420a28c27b749e3a77bf03c9d9eb3709dbd8a75b47c4d946

Observation ce9a80ca-38a0-4f45-9ce5-c1c901edca27 · inbound

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models cites this paper.

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:27:41.287237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T09:24:48.941118Z digest=sha256:2db4ad194f2cf2097f0c05bb042ff5d8564149abcb34cdb103556c8ab747801c

Observation 74d3e6c6-0504-475f-82bf-0b887dda9350 · inbound

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models cites this paper.

BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-03T06:28:23.430346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T06:28:23.430346Z digest=sha256:f360162ed0200998b3053f6aec1b3666343175c1dd7510c62fd060e35e2342e8

Observation a9e032f0-29c7-4efb-8bfc-d1d7d475026a · inbound

Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation cites this paper.

Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T22:31:33.169311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:31:33.169311Z digest=sha256:8760e754914514b30f67936d98cdcc2d497de7d7ee30a7bbe7a70a643409aef8

Observation 16a19246-ae5b-45c4-a442-46f9f08fd992 · inbound

SafeCRS: Personalized Safety Alignment for LLM-Based Conversational Recommender Systems cites this paper.

SafeCRS: Personalized Safety Alignment for LLM-Based Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T19:10:40.552950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:10:40.552950Z digest=sha256:33d8ed1212677e0dba5d1926d5b2fdeeb75bb4efacf652e94b96659b6f52f2a0

Observation b0231a4e-128c-4423-b698-798b6b2ee8cb · inbound

Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation cites this paper.

Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 15

Resolution
verified exact
orphan_title_repair, observed 2026-05-13T17:19:27.602566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-13T17:14:59.574130Z digest=sha256:021aad7137aa6f0887d4e8d6930689d65e335d97d385f13d6ac768e8f52fdeef

Observation ba89765b-0af9-4c45-8eb8-0f5221d374f5 · inbound

Retrieval Augmented Conversational Recommendation with Reinforcement Learning cites this paper.

Retrieval Augmented Conversational Recommendation with Reinforcement Learning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-10T21:55:50.909891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-10T20:28:21.001363Z digest=sha256:abe0d88ee1ba599928429132645a319d057b675271848f8888cf51aa1b4cabe7

Observation 3130f13c-adfa-400f-83bc-3420d484e10a · inbound

HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues cites this paper.

HingeMem: Boundary Guided Long-Term Memory with Query Adaptive Retrieval for Scalable Dialogues Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:40:54.270101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-10T18:55:26.058329Z digest=sha256:1c813054aad2652043ca1b4c39f874f7eeb9776e20860ea9b5141ff95e507ea5

Observation 653be38f-10b3-434e-ac73-6f31fd074678 · inbound

SAGER: Self-Evolving User Policy Skills for Recommendation Agent cites this paper.

SAGER: Self-Evolving User Policy Skills for Recommendation Agent Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-10T09:59:03.226558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-10T09:54:29.798035Z digest=sha256:339711cd1c7c7b3670f6384a93a4ce71459980bc2210657799d481cff5781f4b

Observation ddc178f1-8267-4e6b-9dec-1fe6f0301735 · inbound

MATRAG: Multi-Agent Transparent Retrieval-Augmented Generation for Explainable Recommendations cites this paper.

MATRAG: Multi-Agent Transparent Retrieval-Augmented Generation for Explainable Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:10:40.843400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T06:07:51.567145Z digest=sha256:52e992b8c13334ab7960d856dc2b240567a5a24d7d087d2aabab509c5a735dbe

Observation 38c25c30-b0df-47d6-89c6-592c7ec2825e · inbound

DynamicPO: Dynamic Preference Optimization for Recommendation cites this paper.

DynamicPO: Dynamic Preference Optimization for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T15:46:08.715998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T19:22:33.821638Z digest=sha256:32697ca021a0ed08256d64c88f318efd6908fcf6495c05a46c42252a867dbfcc

Observation 1d8ba311-ddb8-4b51-8b79-98dda8d96f88 · inbound

DynamicPO: Dynamic Preference Optimization for Recommendation cites this paper.

DynamicPO: Dynamic Preference Optimization for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T08:25:33.421580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-01T08:17:24.191953Z digest=sha256:d52fb561d30807b2b7cc2aa914c0f4da13e07886848bb38fe76328478222676b

Observation 8c298153-929c-44f1-8392-748c7d70f9cb · inbound

Bridging Perception and Action: A Lightweight Multimodal Meta-Planner Framework for Robust Earth Observation Agents cites this paper.

Bridging Perception and Action: A Lightweight Multimodal Meta-Planner Framework for Robust Earth Observation Agents Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 86

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T18:31:12.218507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-08T15:45:27.700503Z digest=sha256:4902cef752efc389cabcecde72c6439237d5a88ba1d0e189526b9409aa6b85c2

Observation 6e2421cf-d3c9-4ae9-b3c9-b0f5026d8275 · inbound

Decision-aware User Simulation Agent for Evaluating Conversational Recommender Systems cites this paper.

Decision-aware User Simulation Agent for Evaluating Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-05-09T06:25:46.217831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-08T18:27:58.830090Z digest=sha256:101f0b2818c31428bca7ef736e639e3dd15fa6f8ce25ca38d4b12a98e3aa2312

Observation cf4fbed8-7778-4f75-b9d8-ea8b13491718 · inbound

RcLLM: Accelerating Generative Recommendation via Beyond-Prefix KV Caching cites this paper.

RcLLM: Accelerating Generative Recommendation via Beyond-Prefix KV Caching Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:55:56.428959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-11T02:07:29.141193Z digest=sha256:807ffa7ebde2b945fce451ac6c7c0cd606a92e3d7fd90c981a1976142dab8a38

Observation bd63e02e-5574-4524-9c10-3dcc70d40ee8 · inbound

EgoIntrospect: An Egocentric Dataset and Benchmark for User-Centric Internal State Reasoning cites this paper.

EgoIntrospect: An Egocentric Dataset and Benchmark for User-Centric Internal State Reasoning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 91

Resolution
verified exact
arxiv_id, observed 2026-05-20T14:48:23.121708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-20T14:48:12.091885Z digest=sha256:4c90860deb5580a31f38a9c5a0c5561ae34f7a06d34041a935cc710da65a650e

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

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges cites this paper.

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-28T18:41:06.636352Z digest=sha256:3c7d859b79177347d8b907579bc7c5b34f011416000e9b7d4e698efb5d559a09

Observation 4877ad32-08dc-40d2-9cfa-f3e10f6b74cb · inbound

Automating Information Extraction and Retrieval for Industrial Spare Parts Pooling cites this paper.

Automating Information Extraction and Retrieval for Industrial Spare Parts Pooling Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-02T05:16:39.420209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-28T08:22:24.548686Z digest=sha256:07876826d71147d18102d6908e19d98569f662f09a549f7d735a4d87ee7f7ad3

Observation 0191dabf-78fd-4cab-86a4-effe3e3c9d59 · inbound

EviRank: Evidence-Based Confidence Estimation for LLM-Based Ranking cites this paper.

EviRank: Evidence-Based Confidence Estimation for LLM-Based Ranking Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-02T11:16:54.146232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-28T04:05:34.337884Z digest=sha256:2aa3f86c945a0b859004dae3fe309043b46949aa42201896d9ad01d40c399412

Observation 59acc9cc-f39b-45b1-8fff-77c035d14f47 · inbound

PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streams cites this paper.

PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streams Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-02T20:27:22.320896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-27T20:28:04.322480Z digest=sha256:1768d39672d2f1fe73a56a331d2b41fb72fd814fdb7b13bdec75441ab957d496

Observation 607d8d9a-98f9-4f3c-a5fb-de9fd72b3593 · inbound

GraphLoRA: Structure-Aware Low-Rank Adaptation for Large Language Model Recommendation cites this paper.

GraphLoRA: Structure-Aware Low-Rank Adaptation for Large Language Model Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-05T15:21:13.046660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-05T15:15:33.204246Z digest=sha256:7b035e9c471809fc3894e5ec0a019e4ef66869f951740f39635e888116b7ec21

Observation a4dfc0ce-e0ca-402e-ba40-9a439bf2fb29 · inbound

MedicalRec: Medical recommender system for image classification without retraining cites this paper.

MedicalRec: Medical recommender system for image classification without retraining Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-30T14:24:44.955190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-30T14:19:53.500581Z digest=sha256:e05012c9e1aae8a261d972b8f839a37f58545414e75546e95e5c19bb1f4621b9

Observation 88d60823-6beb-4aea-836b-bae23ec08825 · inbound

CFALR: Collaborative Filtering-Augmented Large Language Model for Personalized Fashion Outfit Recommendation cites this paper.

CFALR: Collaborative Filtering-Augmented Large Language Model for Personalized Fashion Outfit Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-03T16:18:37.610521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-27T05:56:51.623324Z digest=sha256:67035e671f27b82c5ee349e843813f7d8ea987cf1633dc10116e5f990b5d9b5b

Observation 8ff0ff67-27b7-4ad6-bad5-18acab885dfb · inbound

Structuring and Tokenizing Distributed User Interest Context for Generative Recommendation cites this paper.

Structuring and Tokenizing Distributed User Interest Context for Generative Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-04T05:49:38.630888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-26T15:16:26.994672Z digest=sha256:0a8d8886ea962dd174319b1ace7ebd53ed8d1ba6cb6b8e8531f3a178d449410c

Observation 7094ba07-4b50-4c61-a3af-ecc2011ce98b · inbound

Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems cites this paper.

Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-04T12:09:48.850756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-26T07:13:21.198407Z digest=sha256:3cee39e84d698072204ac46941da469854bd89a26264d6248a4714326cf3441f

Observation 9477260c-3b20-4eba-988e-4a12e800fb4f · inbound

Dialogue to Discovery: Attribute-Aware Preference Elicitation for Conversational Product Search Assistants cites this paper.

Dialogue to Discovery: Attribute-Aware Preference Elicitation for Conversational Product Search Assistants Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T18:40:02.813793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-25T22:41:25.281507Z digest=sha256:d71a02631f74d15ae9aa838e0e2c6ce7f4440a2deaddd4eba188f6f94125e9d6

Observation 4bb1d5ee-8543-47e6-bb55-81b6b529091b · inbound

Intuition-Guided Latent Reasoning for LLM-Based Recommendation cites this paper.

Intuition-Guided Latent Reasoning for LLM-Based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-07-01T17:25:51.290083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-29T03:46:05.076346Z digest=sha256:5db855c5b81da9490c750198a51102f8f9b4bfb06b3a2f7a4aec1efe3eb140cd

Observation 1609838a-1104-4411-a1d1-431216f379c4 · inbound

An LLM-Powered Semantic Alignment Framework for Journal Recommendation cites this paper.

An LLM-Powered Semantic Alignment Framework for Journal Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 83

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T18:05:58.484837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-29T02:42:12.026696Z digest=sha256:a761bea9e9a2cbebf0c5fcd9dc79d0a8bfa1d2a3eb333a48b8647f50491e587f

Observation 7c8d66e6-bb75-450d-b798-a851b040d3e9 · inbound

Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook cites this paper.

Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-06-30T16:24:57.415520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-30T04:45:49.798987Z digest=sha256:1f50272966a2dd016c38c9091d4f55a05a6626e6326e9d3b58d094a0a65c36b5

Observation 3747ef04-4502-4181-9195-37d32b536915 · inbound

Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook cites this paper.

Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-13T07:14:21.482287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T07:14:21.482287Z digest=sha256:629859b2da8637d74af2f2566555738b79fb1f26d07bf2d8ba8cece4a21ed6c7

Observation 251960ff-bf62-40ea-aa17-f3608a8038b1 · inbound

ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping cites this paper.

ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-01T11:45:46.917749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-01T03:56:46.899707Z digest=sha256:53ba2e820d4280469c548bf92067b5b39378eb0d918c3eb059dd27dee8fbd067

Observation 51914f68-c1c3-452b-9c66-686dfdcd6a80 · inbound

ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping cites this paper.

ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T09:19:01.880138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:19:01.880138Z digest=sha256:248f862d9c47ecb163b124001c0b7c22e4cd3ce7b9e4ff849971b6bc3113c60c

Observation 6c52f19d-7aef-4d56-8e65-2774a4c2d6a0 · inbound

Consensus vs. Dissent: Dynamic LLM Modeling of Subjective Preferences in Group Recommenders cites this paper.

Consensus vs. Dissent: Dynamic LLM Modeling of Subjective Preferences in Group Recommenders Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-14T13:20:20.718399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T13:20:20.718399Z digest=sha256:55b72091ab989441e54515952d24af2c9bf913d4e91aa18b7b65c28f0985123e

Observation 1a81cc80-af8f-4961-87ef-15d1604e1fa5 · inbound

ClawRec: A Claw-Native Recommender System cites this paper.

ClawRec: A Claw-Native Recommender System Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 40

Resolution
unresolved
no resolver link, observed 2026-07-30T12:48:32.978969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T12:48:32.978969Z digest=sha256:b30ecfffe7acd6b67c93bbe35ed664fd25a9596c5ca76bd40faacb66d40cebdc

Observation cb3b91cb-6660-44b2-a1d1-20acb23823bf · inbound

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation cites this paper.

MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-01T02:32:34.073512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:32:34.073512Z digest=sha256:9dd98ba00d65569fa15a679a8e5b14928144ca39277d2e26cf1a0c5daf701b77

Observation b1391a6d-f239-4d56-ab90-9a28ef42305a · inbound

TRWH: A Text-Driven Random Walk Heterogeneous GNN for Semantic-Aware Sparse Recommendation cites this paper.

TRWH: A Text-Driven Random Walk Heterogeneous GNN for Semantic-Aware Sparse Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-01T02:23:45.919888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:23:45.919888Z digest=sha256:7977b445aeae9752ecf6108d7a45db806ae18c82e9e9a05b4f9f825298b4e6dd

Observation e588cfe4-f8c8-4415-9bc9-bde65802fb97 · inbound

WhisperRec: Latent Reasoning for Efficient Foundation Recommendation Models cites this paper.

WhisperRec: Latent Reasoning for Efficient Foundation Recommendation Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-01T12:13:37.758401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T12:13:37.758401Z digest=sha256:eca519bb41e5a1d6354d37a7c3e206d1cc61ada223363519c639caf1dfca7ab4

Observation d5b0866b-02b7-437d-bd2b-96577d39f835 · inbound

Hierarchical Latent Reasoning for LLM-based Recommendation cites this paper.

Hierarchical Latent Reasoning for LLM-based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-01T01:50:20.321368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T01:50:20.321368Z digest=sha256:720e3fbf520df8a49f456da281fc21fbe3376a2cf365a694e45379c8ae2f1084

Observation 5cb433ba-dda3-44ef-8c90-93a17dca9a7f · inbound

GARDRec: Decision-Level Graph Grounding for Large Language Model Recommendation cites this paper.

GARDRec: Decision-Level Graph Grounding for Large Language Model Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T00:55:43.779472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T00:55:43.779472Z digest=sha256:bf5240897585af39135bae1314b105a72db06ec090a844c24865821f4dcf5492