Paper Citation Record · LEDGER

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation

As of 18 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 3 inbound Pith citation observations for arXiv:2505.16810.

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

pith.paper-citation-record.v1
2505.16810 v2

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:58:20.822988Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T03:47:08.208082Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T03:50:52.114569Z

Reference resolution

69 of 69 outbound references displayed

verified exact4
verified fuzzy6
unresolved59
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1032dfd2-da33-4105-9a0d-fdde58b55fbb · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:26.806260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 95e61cc4-5903-458f-8798-ac00feef604b · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:26.712465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4b611165-446f-483c-bdf4-03c8884b0084 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:12.593442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21746175-7027-4471-9524-b85e7bf37645 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:26.578435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fe80a669-587b-42f0-83c4-ecb28f4aebd1 · outbound

This paper cites An Empirical Study on Eliciting and Improving R1-like Reasoning Models.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation An Empirical Study on Eliciting and Improving R1-like Reasoning Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:12.795266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9ec2195-01c8-4b6c-bdd8-61fc98df5d52 · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:12.870096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 407df12d-5127-413a-85f8-7a1ee67db170 · outbound

This paper cites Data Augmentation for Sequential Recommendation: A Survey.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Data Augmentation for Sequential Recommendation: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:12.965113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e05478a7-0937-4358-8bda-bc1550fb7015 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:13.113502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 242d4b40-acbe-47de-a609-9689c45b3db7 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:26.442041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6b30b908-c23d-4f67-8388-81826b6e9ad0 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:26.236210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06531f29-af2a-404c-94d0-ecf01f2afa38 · outbound

This paper cites Maxwell Harper and Joseph A.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Maxwell Harper and Joseph A

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:13.594635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cba055a-ec4b-429b-9ad5-bce777c72c51 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:26.031795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 11148a56-d4a8-489e-8cc5-d05774b1ba8e · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:13.850913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e726efdc-b927-413c-a683-e25f3df6aab7 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:25.833526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21635572-d06a-4311-8ede-be18d2b8f76c · outbound

This paper cites McAuley, and Wayne Xin Zhao.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation McAuley, and Wayne Xin Zhao

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:25.674955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 242bec03-13fb-4416-b1c6-339428bbc97f · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:14.349371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6226ea78-a463-4b2a-a935-94f16b7d9981 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:25.425334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8b9877c2-a7e1-40d7-b3ba-bbe91ea74632 · outbound

This paper cites McAuley, and Wayne Xin Zhao.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation McAuley, and Wayne Xin Zhao

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:25.249241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6fe92ae8-c14e-4d84-8517-6962de0c11b6 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:14.547611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e78367d-9f93-4e08-a422-c07ca835a161 · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:15.220041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c66a9fda-0e42-4ca0-b328-16f5011eba20 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:25.101658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b7bbe0b1-5385-4040-b913-aa65c5b8a8d5 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:15.001511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb07417a-bb66-413d-ae9c-b351e5f688fe · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:24.937236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68452c83-4c07-406c-a6e8-6a220f9ef6ed · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:24.781313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0f59927a-d49f-4744-a521-3eac90f98144 · outbound

This paper cites Understanding the planning of LLM agents: A survey.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Understanding the planning of LLM agents: A survey

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:15.507985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f88a0921-bfd6-4689-b5af-88624a1ad566 · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation ToRL: Scaling Tool-Integrated RL

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:16.110667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50e87072-8bb0-4893-ac53-1add9ee66041 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 27

Resolution: verified exact; doi, observed 2026-08-07T14:58:21.555210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 48451fc6-3826-47b6-a73c-3355cdb1cfb4 · outbound

This paper cites E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:15.943389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7a0d57b-a58b-4c52-86ea-e94855f2f67f · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Understanding R1-Zero-Like Training: A Critical Perspective

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:16.616786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2738849e-9948-4acd-8c61-623291c01717 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-07T14:58:21.332851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7403ee8-6e60-49a5-b937-60d5099e3302 · outbound

This paper cites LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:16.421936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7a47849-81b4-4461-ba5d-397653ee808a · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:24.588995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1358b48c-76ca-4b5a-ad18-5959bde4821e · outbound

This paper cites Tran, Jonah Samost, Maciej Kula, Ed H.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Tran, Jonah Samost, Maciej Kula, Ed H

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:24.456363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 42f016fe-0487-4e57-a70f-6144e5261e47 · outbound

This paper cites OpenAI o1 System Card.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation OpenAI o1 System Card

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:16.876977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d9d1d54-a17a-4461-9cb3-6f21941be343 · outbound

This paper cites Robertson and Hugo Zaragoza.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Robertson and Hugo Zaragoza

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:17.375902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406ba6a3-b1c4-44a2-922b-2c33b91e464d · outbound

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

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:17.543050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b71c550-aa35-42f9-b26d-009269f5383c · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:24.344118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21e33808-198e-4425-8006-191054c1183e · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:17.864754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eca1e508-59dc-47d6-a59c-97d4b48bef84 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:23.951889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a911a5e-995e-4851-854c-3a299c8059a7 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:17.739957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 238dca2e-b919-41a9-95e2-a7db82550db9 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:23.764758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d8f45b44-ad35-47ac-a7d3-2d7438e2b971 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:18.584034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 764a4a6b-d953-4708-b137-d0731486f356 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:18.754444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f82d256f-0b1a-4d38-a1a9-b68c0fe61a1c · outbound

This paper cites Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:18.327024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2090209b-be26-4ce4-b236-aea8ec6b3ecc · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:18.954620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b113ef-6f13-4aad-a7a8-a33dcfb551bb · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:19.145879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a9fa183-d559-4153-9669-78a4effc447f · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:23.168161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63a50de0-925f-4f5b-a8de-3187217bcc78 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:23.532829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 96e33890-15be-48a5-bf7b-46709c0aaf6f · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:22.865150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 49881dd6-6ece-43d5-b782-75639fc7954e · outbound

This paper cites World Wide Web (WWW) 27, 5 (2024), 60.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation World Wide Web (WWW) 27, 5 (2024), 60

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:19.044500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55d4d8d0-ec5a-4d3e-a4d3-7ce12282ed15 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:22.589644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 245ca3c8-c225-40a5-a790-27feffd32bb8 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:23.339482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10cbe391-988a-4570-9c01-550f63ae962e · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:20.133374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08c41d54-6034-4cc2-a0ec-5f0fb70b1764 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:23.001527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e3c2ded8-a67b-48dc-8977-16d825375f78 · outbound

This paper cites Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:20.310222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fedd0f26-0bee-4b73-bd35-2d9b0df7df62 · outbound

This paper cites Sheng, Jiajie Xu, Fuzhen Zhuang, Junhua Fang, and Xiaofang Zhou.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Sheng, Jiajie Xu, Fuzhen Zhuang, Junhua Fang, and Xiaofang Zhou

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:22.745308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b3bf6085-5bcb-4419-8cad-e989ea89b6dc · outbound

This paper cites Dense Text Retrieval based on Pretrained Language Models: A Survey.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Dense Text Retrieval based on Pretrained Language Models: A Survey

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:20.475806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1ce5f0d-67f6-4949-b7c6-9a45f35c96de · outbound

This paper cites Qwen2.5 Technical Report.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Qwen2.5 Technical Report

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:20.006122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae9be55-c248-456e-b013-0ec52eeabe24 · outbound

This paper cites A Survey of Large Language Models.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation A Survey of Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:20.614286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccaf6d54-613b-45b8-b498-19bd2ecfb30c · outbound

This paper cites LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:20.216380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36abf46d-2a33-47d0-9243-25c53417c4ab · outbound

This paper cites Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:58:20.964751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ad635b6a-c06c-46d7-9c11-9150e10ab8cd · outbound

This paper cites Sheng, Jiajie Xu, De- qing Wang, Guanfeng Liu, and Xiaofang Zhou.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Sheng, Jiajie Xu, De- qing Wang, Guanfeng Liu, and Xiaofang Zhou

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:22.478514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3fbbe2b9-ca6f-4e0e-80f4-05112ddd1164 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:22.054750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bb71181c-8004-4771-a622-d639a5871f47 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:22.377729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4cdb5b87-c8e3-416d-b7f6-1143ca3789e3 · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:22.263111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dc23a0ae-098e-4b7d-8d6e-3c859b05297c · outbound

This paper cites an unresolved cited work.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:22.170787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7dad83fa-2e7d-4535-abca-3703ef9158ce · outbound

This paper cites In 4th International Conference on Learning Representations, ICLR 2016, San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings, Yoshua Bengio and Yann LeCun (Eds.).

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation In 4th International Conference on Learning Representations, ICLR 2016, San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings, Yoshua Bengio and Yann LeCun (Eds.)

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:13.976120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ed78328-c802-4c08-ab57-143e4fbaf916 · outbound

This paper cites In Proceedings of the 28th ACM International Con- ference on Information and Knowledge Management, CIKM 2019, Beijing, China, November 3-7, 2019.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation In Proceedings of the 28th ACM International Con- ference on Information and Knowledge Management, CIKM 2019, Beijing, China, November 3-7, 2019

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:24.177253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b5c21175-a611-4441-b253-e016a2cdde3f · outbound

This paper cites doi:10.1109/AIOTC63215.2024.10748304.

DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation doi:10.1109/AIOTC63215.2024.10748304

Reference 2024

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:58:21.931901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 9496924d-3ceb-453e-ba5d-37aa0bdeefb4 · inbound

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

A Survey on Generative Recommendation: Data, Model, and Tasks DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation

Reference 241

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:50:52.117625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 884d14c9-e1b0-46c9-9d7b-1906e2a6d028 · inbound

RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation cites this paper.

RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:10:53.915942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8b696959-a1e5-47a5-b6cd-5220b65f5750 · inbound

RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems cites this paper.

RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:07:17.502047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.