Paper Citation Record · LEDGER

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2502.09597.

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

pith.paper-citation-record.v1
2502.09597 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T01:01:39.337634Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

3
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 67b8e046-7b67-4b66-bacc-15c283005250 · inbound

MemOS: A Memory OS for AI System cites this paper.

MemOS: A Memory OS for AI System Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:20:22.954922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f9f7fb82-890c-4100-a2c1-0759e7fbb3d8 · inbound

Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents cites this paper.

Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T01:01:39.337634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a60a1b36-5ab5-401a-999f-53adcad848f7 · inbound

RGMem: Renormalization Group-inspired Memory Evolution for Language Agents cites this paper.

RGMem: Renormalization Group-inspired Memory Evolution for Language Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T09:16:56.003075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b5f0486-bc1e-4ecd-bfc0-a1f123e0faf5 · inbound

After Talking with 1,000 Personas: Learning Preference-Aligned Proactive Assistants From Large-Scale Persona Interactions cites this paper.

After Talking with 1,000 Personas: Learning Preference-Aligned Proactive Assistants From Large-Scale Persona Interactions Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:13.147449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b907d1-c5ad-4995-b15a-d0d121805754 · inbound

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History cites this paper.

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T22:25:31.456263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d541e9-fbcd-46fc-9b25-6a5ce2a55127 · inbound

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments cites this paper.

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 85

Resolution: verified exact; arxiv_id, observed 2026-05-21T09:59:59.073434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8961c97d-afcb-44ce-8a2a-24824fc454fc · inbound

MAESTRO: Adapting GUIs and Guiding Navigation with User Preferences in Conversational Agents with GUIs cites this paper.

MAESTRO: Adapting GUIs and Guiding Navigation with User Preferences in Conversational Agents with GUIs Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-10T20:05:45.653202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 01359346-a888-42a8-974a-690f6ba23f15 · inbound

SensorPersona: An LLM-Empowered System for Continual Persona Extraction from Longitudinal Mobile Sensor Streams cites this paper.

SensorPersona: An LLM-Empowered System for Continual Persona Extraction from Longitudinal Mobile Sensor Streams Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-15T11:49:58.884611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b425441a-3b5d-416d-af5e-b8fc0f7f41d6 · inbound

PersonaVLM: Long-Term Personalized Multimodal LLMs cites this paper.

PersonaVLM: Long-Term Personalized Multimodal LLMs Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:05:15.539502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0df9f846-2251-4e0f-9ae2-7674e233055c · inbound

HorizonBench: Long-Horizon Personalization with Evolving Preferences cites this paper.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:56:11.211484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e0228d51-28ad-4d7c-8e42-517e8c055d6b · inbound

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory cites this paper.

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 188

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:51:34.519419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e540425b-78a9-4462-820e-d732aff214cb · inbound

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents cites this paper.

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:36:57.210500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 96191f3f-40ae-41d2-b105-3d38606b0180 · inbound

Reasoning for Mobile User Experience with Multimodal LLMs: Task, Benchmark, and Approach cites this paper.

Reasoning for Mobile User Experience with Multimodal LLMs: Task, Benchmark, and Approach Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:08:22.064601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 75103796-179a-4a42-a331-dd009ab033b0 · inbound

MapSatisfyBench: Benchmarking Satisfaction-Aware Map Agents through Behavior-Grounded Implicit Decision Factors cites this paper.

MapSatisfyBench: Benchmarking Satisfaction-Aware Map Agents through Behavior-Grounded Implicit Decision Factors Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 5

Resolution: malformed identifier; arxiv_id, observed 2026-07-03T20:08:56.736039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 24566c9c-ae0b-4fb0-8e9b-0b906f430cad · inbound

Interactive Task Alignment as a POMDP cites this paper.

Interactive Task Alignment as a POMDP Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:43.450565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d7f0fa8-70ba-4b48-a4ff-b29b58dcfe7e · inbound

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

ClawRec: A Claw-Native Recommender System Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-30T12:48:33.084477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d618ec3-350d-41d3-892b-a75593795c92 · inbound

TREK: A Travel Reasoning and Evaluation Kit for LLM Agents in Complex Trip Planning cites this paper.

TREK: A Travel Reasoning and Evaluation Kit for LLM Agents in Complex Trip Planning Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 115

Resolution: unresolved; no resolver link, observed 2026-07-30T15:14:06.319494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96fdf49d-723a-45b8-9da1-5d405a0a84ea · inbound

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents cites this paper.

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T00:38:40.577691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.