Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:07:57.925699Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-05T15:21:13.042510Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation c68975c8-a374-4346-9a7a-4101d5962704 · inbound
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
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.
Observation ff4ffe64-9eee-466a-b30a-51b6ed4d9df1 · inbound
Retrieval-Augmented Generation for Large Language Models: A Survey Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 99
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.
Observation 86de0634-13da-407a-90eb-68a9e9e70631 · inbound
LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 913dbd7e-9634-4d2c-b721-2bf09e8dd1e3 · inbound
VidHal: Benchmarking Temporal Hallucinations in Vision LLMs Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 14
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.
Observation 9f2011f5-8825-44af-961c-fad9562f6b23 · inbound
Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8e7b2f5-fd2b-4e4c-8ed5-7de04c2c2b88 · inbound
Explainable CTR Prediction via LLM Reasoning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88244d3e-b09f-4e53-b264-a2cb07bcec1a · inbound
SPRec: Self-Play to Debias LLM-based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c59de4c0-1a05-4461-a7d3-18e5a635e35a · inbound
Large Language Model Enhanced Recommender Systems: A Survey Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d7ffae7-20cf-476a-bcae-3dfa8e87abaf · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5a7879d-6af2-4f53-a9ee-8508a9009588 · inbound
RecLM: Recommendation Instruction Tuning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22d0c493-3a98-4fac-9a30-e04a5608e95f · inbound
Can Large Language Models Understand Preferences in Personalized Recommendation? Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22a5d4b5-13da-47a3-93bb-66dce7c42d29 · inbound
Multi-Grained Patch Training for Efficient LLM-based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acf05430-02b0-4556-9906-adf621532c5c · inbound
LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation febbf462-cf54-477c-9fec-7663be1cab56 · inbound
Intent Representation Learning with Large Language Model for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23a9e06e-9b17-4ce8-a4bc-c6e9d0d26d8e · inbound
Hallucinations are inevitable but can be made statistically negligible Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 35
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.
Observation 9888da37-ecac-4969-b278-08a30947aaf1 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 492cbbde-ff73-4675-afac-09773664db75 · inbound
Generative to Agentic AI: Survey, Conceptualization, and Challenges Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42db01ae-0b3b-4d79-a060-ddd85cbf7333 · inbound
An Integrated Framework for Contextual Personalized LLM-Based Food Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 835af586-d7a3-4fcb-94b5-3cdfc96e97c8 · inbound
Preserving Privacy and Utility in LLM-Based Product Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f167fd12-49a6-4962-a156-bc4a544b6ca8 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b966263-2eb3-4dd4-9e8a-a8d79d9df50a · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7476dfe-5211-48f7-99a5-65d69fb966d2 · inbound
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53b55e8e-a0bc-4987-9279-7d1491e8dd4d · inbound
Bridging the Gap: Self-Optimized Fine-Tuning for LLM-based Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a49a1d6b-d0c0-470d-be80-fe45446070cd · inbound
Xinyu AI Search: Enhanced Relevance and Comprehensive Results with Rich Answer Presentations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59384b6f-4f57-494f-903f-06e25d16dfe0 · inbound
GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccd3b9d3-6c1e-4265-b27a-88dcf8ea4267 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70275cf7-8086-4bc0-af5b-10f869f6408c · inbound
Towards Building General Purpose Embedding Models for Industry 4.0 Agents Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad329b24-594e-4532-bd9b-6f2d58234d43 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e7fa838-7188-4ad6-9385-649bafc1da88 · inbound
LettinGo: Explore User Profile Generation for Recommendation System Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f01d863-788b-4415-ac10-b01ae23a28e8 · inbound
On Mitigating Data Sparsity in Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f980e800-a06a-4395-8c20-6e70b64fbd1c · inbound
Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32c3b25b-8c2d-483b-85b8-914166773ebc · inbound
Revisiting Prompt Engineering: A Comprehensive Evaluation for LLM-based Personalized Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1031aec-7d65-4e59-960b-01927b989888 · inbound
Consistent Explainers or Unreliable Narrators? Understanding LLM-generated Group Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d8cf1f5-b9b3-4645-8ebc-91fb033d6b6e · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ec7908e-5949-4e7e-b1fe-7020f1a56dbf · inbound
R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de6366e8-3a36-4e31-8391-6de038610980 · inbound
RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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? Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5563a707-f3e2-4dee-b985-2c86567d4569 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afa1c538-b200-41b6-b11a-2d7eadfe58f4 · inbound
Membership Inference Attacks on In-Context Examples in LLM-based Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5b8835c-645d-41b9-ab5d-f557ecb55d48 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05a2d417-0e56-4a8f-9c63-c296192a8c0e · inbound
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
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.
Observation e9dad8fa-cc10-4d38-a671-e9d54b000aeb · inbound
A Survey on Generative Recommendation: Data, Model, and Tasks Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 38
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.
Observation f98b3c8d-a066-454d-858b-22c24e45d77e · inbound
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 14
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.
Observation 62966979-de0e-40a9-b7ca-14ae96b6e7c0 · inbound
SpecTran: Spectral-Aware Transformer-based Adapter for LLM-Enhanced Sequential Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 14
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.
Observation ce9a80ca-38a0-4f45-9ce5-c1c901edca27 · inbound
BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 17
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.
Observation 74d3e6c6-0504-475f-82bf-0b887dda9350 · inbound
BEAR: Towards Beam-Search-Aware Optimization for Recommendation with Large Language Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9e032f0-29c7-4efb-8bfc-d1d7d475026a · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16a19246-ae5b-45c4-a442-46f9f08fd992 · inbound
SafeCRS: Personalized Safety Alignment for LLM-Based Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0231a4e-128c-4423-b698-798b6b2ee8cb · inbound
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
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.
Observation ba89765b-0af9-4c45-8eb8-0f5221d374f5 · inbound
Retrieval Augmented Conversational Recommendation with Reinforcement Learning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 9
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.
Observation 3130f13c-adfa-400f-83bc-3420d484e10a · inbound
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
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.
Observation 653be38f-10b3-434e-ac73-6f31fd074678 · inbound
SAGER: Self-Evolving User Policy Skills for Recommendation Agent Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 3
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.
Observation ddc178f1-8267-4e6b-9dec-1fe6f0301735 · inbound
MATRAG: Multi-Agent Transparent Retrieval-Augmented Generation for Explainable Recommendations Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 6
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.
Observation 38c25c30-b0df-47d6-89c6-592c7ec2825e · inbound
DynamicPO: Dynamic Preference Optimization for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 8
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.
Observation 1d8ba311-ddb8-4b51-8b79-98dda8d96f88 · inbound
DynamicPO: Dynamic Preference Optimization for Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 8
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.
Observation 8c298153-929c-44f1-8392-748c7d70f9cb · inbound
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
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.
Observation 6e2421cf-d3c9-4ae9-b3c9-b0f5026d8275 · inbound
Decision-aware User Simulation Agent for Evaluating Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 34
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.
Observation cf4fbed8-7778-4f75-b9d8-ea8b13491718 · inbound
RcLLM: Accelerating Generative Recommendation via Beyond-Prefix KV Caching Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 37
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.
Observation bd63e02e-5574-4524-9c10-3dcc70d40ee8 · inbound
EgoIntrospect: An Egocentric Dataset and Benchmark for User-Centric Internal State Reasoning Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 91
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.
Observation 7f2d2dec-0aa1-4a2f-8fc4-f7bcc32654ca · inbound
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Reference 63
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.
Observation 4877ad32-08dc-40d2-9cfa-f3e10f6b74cb · inbound
Automating Information Extraction and Retrieval for Industrial Spare Parts Pooling Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 8
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.
Observation 0191dabf-78fd-4cab-86a4-effe3e3c9d59 · inbound
EviRank: Evidence-Based Confidence Estimation for LLM-Based Ranking Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 5
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.
Observation 59acc9cc-f39b-45b1-8fff-77c035d14f47 · inbound
PaperFlow: Profiling, Recommending, and Adapting Across Daily Paper Streams Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 7
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.
Observation 607d8d9a-98f9-4f3c-a5fb-de9fd72b3593 · inbound
GraphLoRA: Structure-Aware Low-Rank Adaptation for Large Language Model Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 6
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.
Observation a4dfc0ce-e0ca-402e-ba40-9a439bf2fb29 · inbound
MedicalRec: Medical recommender system for image classification without retraining Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 7
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.
Observation 88d60823-6beb-4aea-836b-bae23ec08825 · inbound
CFALR: Collaborative Filtering-Augmented Large Language Model for Personalized Fashion Outfit Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 15
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.
Observation 8ff0ff67-27b7-4ad6-bad5-18acab885dfb · inbound
Structuring and Tokenizing Distributed User Interest Context for Generative Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 6
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.
Observation 7094ba07-4b50-4c61-a3af-ecc2011ce98b · inbound
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
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.
Observation 9477260c-3b20-4eba-988e-4a12e800fb4f · inbound
Dialogue to Discovery: Attribute-Aware Preference Elicitation for Conversational Product Search Assistants Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 3
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.
Observation 4bb1d5ee-8543-47e6-bb55-81b6b529091b · inbound
Intuition-Guided Latent Reasoning for LLM-Based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 14
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.
Observation 1609838a-1104-4411-a1d1-431216f379c4 · inbound
An LLM-Powered Semantic Alignment Framework for Journal Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 83
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.
Observation 7c8d66e6-bb75-450d-b798-a851b040d3e9 · inbound
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
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.
Observation 3747ef04-4502-4181-9195-37d32b536915 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 251960ff-bf62-40ea-aa17-f3608a8038b1 · inbound
ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 17
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Observation 51914f68-c1c3-452b-9c66-686dfdcd6a80 · inbound
ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 17
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Observation 6c52f19d-7aef-4d56-8e65-2774a4c2d6a0 · inbound
Consensus vs. Dissent: Dynamic LLM Modeling of Subjective Preferences in Group Recommenders Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 21
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Unavailable: canonical work link unavailable.
Observation 1a81cc80-af8f-4961-87ef-15d1604e1fa5 · inbound
ClawRec: A Claw-Native Recommender System Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 40
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Unavailable: canonical work link unavailable.
Observation cb3b91cb-6660-44b2-a1d1-20acb23823bf · inbound
MARS: Multi-Agent Re-ranking for Repeat-Order Food Delivery Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 11
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Observation b1391a6d-f239-4d56-ab90-9a28ef42305a · inbound
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
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Observation e588cfe4-f8c8-4415-9bc9-bde65802fb97 · inbound
WhisperRec: Latent Reasoning for Efficient Foundation Recommendation Models Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 2023
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Unavailable: canonical work link unavailable.
Observation d5b0866b-02b7-437d-bd2b-96577d39f835 · inbound
Hierarchical Latent Reasoning for LLM-based Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 11
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Observation 5cb433ba-dda3-44ef-8c90-93a17dca9a7f · inbound
GARDRec: Decision-Level Graph Grounding for Large Language Model Recommendation Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
Reference 12
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