Paper Citation Record · LEDGER

Learning from Online User Feedback for Shopping Agents

As of 17 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2608.11604.

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

pith.paper-citation-record.v1
2608.11604 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:38:07.585126Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

32 of 32 outbound references displayed

verified exact2
verified fuzzy4
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f4759258-f5d9-4df3-b92e-45e9bedf0baf · outbound

This paper cites Bert4rec: Sequential rec- ommendation with bidirectional encoder representations from transformer.

Learning from Online User Feedback for Shopping Agents Bert4rec: Sequential rec- ommendation with bidirectional encoder representations from transformer

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.472426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f77ad579-ddd8-4507-aa65-be93eeecf538 · outbound

This paper cites an unresolved cited work.

Learning from Online User Feedback for Shopping Agents Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:38:08.584090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fe4619ee-47a3-4515-8ccb-d305ee0011c6 · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

Learning from Online User Feedback for Shopping Agents BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.480194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bc51d1d-222f-4e86-bce5-4cd7f98b1dbc · outbound

This paper cites S3-rec: Self-supervised learning for sequential recommendation with mutual information maximization.

Learning from Online User Feedback for Shopping Agents S3-rec: Self-supervised learning for sequential recommendation with mutual information maximization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.484121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf63aa3f-9890-4c3c-bea4-c321ea1c45cd · outbound

This paper cites LLaSA: Large Language and E-Commerce Shopping Assistant.

Learning from Online User Feedback for Shopping Agents LLaSA: Large Language and E-Commerce Shopping Assistant

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.487634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccf909c6-b8c2-409a-8576-d41f27091aca · outbound

This paper cites A shopping agent for addressing subjective product needs.

Learning from Online User Feedback for Shopping Agents A shopping agent for addressing subjective product needs

Reference 6

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T00:38:08.378294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc95dea3-8284-4eed-9c43-db1a51a25e16 · outbound

This paper cites Language model alignment for conversational shop- ping at amazon.

Learning from Online User Feedback for Shopping Agents Language model alignment for conversational shop- ping at amazon

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.495002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00501b2d-0f5e-4990-9a56-3d02c5c3c7df · outbound

This paper cites In Ee-Peng Lim, Marianne Winslett, Mark Sanderson, Ada Wai-Chee Fu, Jimeng Sun, J.

Learning from Online User Feedback for Shopping Agents In Ee-Peng Lim, Marianne Winslett, Mark Sanderson, Ada Wai-Chee Fu, Jimeng Sun, J

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.498385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a2d589-6127-4eb7-8533-0fa16971d508 · outbound

This paper cites R2ec: Towards large recommender models with reasoning.CoRR, abs/2505.16994, 2025.

Learning from Online User Feedback for Shopping Agents R2ec: Towards large recommender models with reasoning.CoRR, abs/2505.16994, 2025

Reference 9

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:38:08.172989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f49bb029-e590-4678-98b5-e2d5c7662bcc · outbound

This paper cites Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation.

Learning from Online User Feedback for Shopping Agents Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.504889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f44f0bad-b49f-402a-9db1-a07c2165111f · outbound

This paper cites Let me do it for you: Towards llm empowered recommendation via tool learning.

Learning from Online User Feedback for Shopping Agents Let me do it for you: Towards llm empowered recommendation via tool learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.508790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2690fed4-a763-40d0-8e50-206953ae9daf · outbound

This paper cites A Multi-Agent Conversational Recommender System.

Learning from Online User Feedback for Shopping Agents A Multi-Agent Conversational Recommender System

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.513439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1897610-084b-4bf4-a11b-2c6b0acfb66e · outbound

This paper cites Macrec: A multi-agent collaboration framework for recommendation.

Learning from Online User Feedback for Shopping Agents Macrec: A multi-agent collaboration framework for recommendation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.517414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 074bf6e3-31b2-4312-af43-6cecb7173cbc · outbound

This paper cites Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation.

Learning from Online User Feedback for Shopping Agents Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.520666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee97971-7eb6-447d-afcd-e2ee3ee2cee8 · outbound

This paper cites Recthinker: An agentic framework for tool-augmented reasoning in recommendation.CoRR, abs/2603.09843, 2026.

Learning from Online User Feedback for Shopping Agents Recthinker: An agentic framework for tool-augmented reasoning in recommendation.CoRR, abs/2603.09843, 2026

Reference 15

Resolution: verified exact; doi, observed 2026-08-16T00:38:07.691562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99816873-ccd5-4fc8-8a00-f86e12fbda30 · outbound

This paper cites Agentcf++: Memory-enhanced llm-based agents for popularity-aware cross-domain recommendations.

Learning from Online User Feedback for Shopping Agents Agentcf++: Memory-enhanced llm-based agents for popularity-aware cross-domain recommendations

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.527872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8625505f-8b0f-4866-845d-3fc4eef43155 · outbound

This paper cites User behavior simulation with large language model-based agents.

Learning from Online User Feedback for Shopping Agents User behavior simulation with large language model-based agents

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.531000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e47c87a4-1416-4b8b-924e-a8ed988bcd58 · outbound

This paper cites SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation.

Learning from Online User Feedback for Shopping Agents SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.534439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 149fee2c-831c-4b00-8036-eab471acad70 · outbound

This paper cites A llm-based controllable, scalable, human-involved user simulator framework for conversational recommender systems.

Learning from Online User Feedback for Shopping Agents A llm-based controllable, scalable, human-involved user simulator framework for conversational recommender systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.538122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b678ae9f-7d2f-450e-8a13-d78122357226 · outbound

This paper cites Agentcf: Collaborative learning with autonomous language agents for recommender systems.

Learning from Online User Feedback for Shopping Agents Agentcf: Collaborative learning with autonomous language agents for recommender systems

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.541435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19c1879d-130d-4a15-9017-f98deba75fb7 · outbound

This paper cites Recmind: Large language model powered agent for recommendation.

Learning from Online User Feedback for Shopping Agents Recmind: Large language model powered agent for recommendation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:08.573722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e6f55a26-648b-43d8-9656-d28aacf142aa · outbound

This paper cites Personax: A recommendation agent- oriented user modeling framework for long behavior sequence.

Learning from Online User Feedback for Shopping Agents Personax: A recommendation agent- oriented user modeling framework for long behavior sequence

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:08.563092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2ffc806-27d0-49bc-84a3-9ba81eee6aa5 · outbound

This paper cites Recommender ai agent: Integrating large language models for interactive recommendations.ACMTrans.Inf.

Learning from Online User Feedback for Shopping Agents Recommender ai agent: Integrating large language models for interactive recommendations.ACMTrans.Inf

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.550744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ca18182-26ff-430f-ada1-d4359d53767a · outbound

This paper cites Christiano, Jan Leike, Tom B.

Learning from Online User Feedback for Shopping Agents Christiano, Jan Leike, Tom B

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.557409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59e889c3-191a-4c53-833f-737d1a93bf0a · outbound

This paper cites Manning, Stefano Ermon, and Chelsea Finn.

Learning from Online User Feedback for Shopping Agents Manning, Stefano Ermon, and Chelsea Finn

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.560691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c728cda4-83e8-449f-9814-2b5f668e0f3e · outbound

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

Learning from Online User Feedback for Shopping Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.564004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00de486e-5583-4252-8d8f-942ff0d6a378 · outbound

This paper cites On-policy distillation of language models: Learning from self-generated mistakes.

Learning from Online User Feedback for Shopping Agents On-policy distillation of language models: Learning from self-generated mistakes

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:08.541385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 57eb09ca-f036-4955-9c2f-b69f3fe68ce7 · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

Learning from Online User Feedback for Shopping Agents A Survey on Knowledge Distillation of Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.570503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c6fc283-a67e-4387-a194-08c8d81ae6fb · outbound

This paper cites Minillm: Knowledge distillation of large language models.

Learning from Online User Feedback for Shopping Agents Minillm: Knowledge distillation of large language models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:38:08.529417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 61e79c54-e954-439c-892b-9ad692bd0dfd · outbound

This paper cites Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models.

Learning from Online User Feedback for Shopping Agents Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.578156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 105b8ee6-e40c-4ee9-bd50-cd75f0a88261 · outbound

This paper cites Qwen3 Technical Report.

Learning from Online User Feedback for Shopping Agents Qwen3 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.581950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bd4da44-beb7-49dd-8e62-944da58adc81 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

Learning from Online User Feedback for Shopping Agents DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T00:38:07.585126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.