Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-13T17:24:18.413112Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2604.03671.
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, observed 2026-05-13T17:24:18.413112Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a60fa691-d7d3-4548-bf20-25b99dd0107a · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 308d31df-aaf2-4d81-b378-3aaff320362c · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2441cb29-c57c-4546-9ce9-fe5f29bfcb97 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b3e2838a-8fe2-4dc6-8776-128492e4ea0a · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Towards Knowledge-Based Recommender Dialog System
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5d786333-b7ba-4914-a7d6-2e516a273223 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f15adabc-27c2-4509-af79-f27e2c7af84c · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 29704da0-1f17-411a-b3e5-ea26e103c6dc · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5a1029c8-16fb-4d90-b428-0600ef36fe00 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f81f69ca-3d6b-4a5d-b60b-525a22a58f33 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e13b5a21-6c3f-4a8b-b10c-a3ab2200aa21 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 47e25540-5bab-4112-a26a-419275d6d988 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a74804a0-4f5c-410d-b940-ffe5f5dd471a · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ebf2ccc6-22f5-4fad-a687-e7dca2827336 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e8eb26db-3adb-4d28-baf9-2884686d27f7 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation INSPIRED: Toward Sociable Recommendation Dialog Systems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dfd277be-dbcf-4136-b0e7-91674b615efc · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 273694fc-4406-4c8c-9ee7-080dc8823535 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a68ca345-ebf7-4000-bf75-0d05b68b4b7f · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0cb8bc96-56d7-43bb-9909-04af1a13759b · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Understanding the planning of LLM agents: A survey
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 028a9c3a-c79d-42a0-9d83-ea8a096f1963 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8ba94241-7c58-4434-9cae-1bec55bd9d4d · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 01a2f84b-3799-4cbb-817f-7a4bccc0cee1 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d5aa0ac5-1723-4efb-b005-9d19a6fef7b4 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation TREA: Tree-Structure Reasoning Schema for Conversational Recommendation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c25b82a4-19bd-4c0f-bbc1-44de6444d413 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Interpretable User Satisfaction Estimation for Conversational Systems with Large Language Models
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6e51fa45-69be-4f1b-8f70-e528df3c5b2c · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d72ba797-37f9-49cd-a004-493f21d9fa47 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ec9dcb02-e7e4-4e58-b2df-6e07fa1ba4e6 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f041ecf3-85dc-44c3-8e28-70dd0af20441 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d77f9783-2dc2-4850-baaf-cc2c74673aaa · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1cdb594e-04ff-4cd8-afe3-15fafc75e9e2 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 599af5dd-af9b-46c8-b52c-4d045d7528ab · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5dcbc4ec-2c5f-4170-93fa-581ddfc3717b · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e2491c63-1967-43b0-8347-be89ac3d190d · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a5a9a7be-77f1-4bca-86fb-a31139d56565 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 987cde7b-0c35-494a-b4db-787440a10770 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5462c1e8-77b5-4213-a0e0-39e99fb4b8ea · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation InProceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2f9f2e82-a7f4-48a7-907b-55993568d688 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6eb9c1a2-906f-4942-9764-f8fa503dcee6 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation aee1599b-a417-4a51-b6b5-aa66acf5a5d4 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a40a7d97-b9e0-450e-8449-3258e35e200a · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 566cb346-df81-458b-8619-2ded5a40db4b · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f256212c-9404-4c44-aa3a-dc9348ff74c4 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 951d67df-b2b8-4798-8972-b540732cfc64 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 99d4ef0e-2021-485e-9540-51c26da98b08 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 191891a1-b127-4f5c-8b5d-3b0e56f91998 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 575f6653-3aac-45bc-87bc-eda8e7843a18 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c4006421-143f-4249-91f7-446dfd205180 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 110de21b-7898-49fc-a074-021d80da7795 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 734828b7-084b-453c-8296-568c59153c8a · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bade24d0-dd13-460d-bdb9-e6ebbdbc3ffd · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5a731c13-8716-478f-916c-04025695bcbe · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 742b147e-2e1a-43b2-b6be-ec0df37d51f3 · outbound
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
No inbound Pith citation observations are available.