Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-28T02:00:46.389739Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 2 inbound Pith citation observations for arXiv:2606.06054.
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 2026-06-28T02:00:46.389739Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:17:30.670883Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-12T00:17:30.709476Z
36 of 36 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ed10c50f-4aad-49f9-8dac-f06366516b35 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents A Survey of Personalized Large Language Models: Progress and Future Directions
Reference 1
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 9e40dddc-e6b3-49b1-8665-36d8a53a5382 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Ai agents vs
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92a7dad2-45f1-4fba-939a-af8b24fed822 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Memory in the Age of AI Agents
Reference 3
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 95e6a156-9677-45d7-b12c-ba5e63930432 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Reference 4
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 8c2005f3-2b8a-46ca-924c-15b043a2abed · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents A-mem: Agentic memory for llm agents.Advances in Neural Information Processing Systems, 38:17577–17604, 2026
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3da70696-693e-49dd-8c21-6ae549589edd · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents MemOS: A Memory OS for AI System
Reference 6
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 0ec5c26f-2ffe-4b35-bbf4-1bfaf0139278 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents MIRIX: Multi-Agent Memory System for LLM-Based Agents
Reference 7
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 abfdddee-75c5-4845-8fb9-7d862e61fd9d · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Search-o1: Agentic search-enhanced large reasoning models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9786fc1-0659-4126-8716-e05081f5a229 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 9
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 0483993b-b026-40e3-b8d9-7b5025fe56af · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Seven failure points when engineer- ing a retrieval augmented generation system
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b14394cb-a4f8-48c3-af91-58e1ef9ebb02 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Transactions on Information Systems, 43(2):1–55, 2025
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 640a0288-b355-4ac0-8487-9956e38ee806 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Agentdojo: A dynamic environment to evaluate prompt injection attacks and defenses for llm agents.Advances in Neural Information Processing Systems, 37:82895–82920, 2024
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 055d5f52-ef3e-4917-95f0-05eb939a2ec8 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents In- jecagent: Benchmarking indirect prompt injections in tool-integrated large language model agents
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73461014-2c27-494d-8d56-77cb4ab55f69 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Persistbench: When should long-term memories be forgotten by llms?ICML, 2026
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faca5382-e4e9-4d38-889a-e9c221105242 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents When personalization legitimizes risks: Uncovering safety vulnera- bilities in personalized dialogue agents.ACL, 2026
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 238b2970-f82e-45cc-a432-17a2b81e8465 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Ghost of the past
Reference 16
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 5dbcc45c-73c8-4e18-97a1-70dd02251408 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Tae Soo Kim, Yoonjoo Lee, Yoonah Park, Jiho Kim, Young-Ho Kim, and Juho Kim
Reference 17
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 eb0fac45-7a87-4460-ab17-f16c8ab8c115 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents HorizonBench: Long-Horizon Personalization with Evolving Preferences
Reference 18
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 d2ed5fe3-598d-4702-b9b6-b272e74b4a13 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Memory-Induced Tool-Drift in LLM Agents
Reference 19
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 048aef72-a947-4dcb-ad7d-61e8e9252417 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents A survey on trustworthy llm agents: Threats and counter- measures
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7048104-93dc-4660-8321-e63a5748d738 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents OpenClaw: Open-source personal AI agent frame- work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 821d1777-4614-4bc1-9aec-3087317c553b · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Zep: A Temporal Knowledge Graph Architecture for Agent Memory
Reference 22
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 16d553fa-bede-4fde-b35f-e96cb15dee2a · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Raptor: Recursive abstractive processing for tree-organized retrieval
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 298b8c8c-a81c-4b84-91d4-7aaab073bd8f · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Remembering More, Risking More: Longitudinal Safety Risks in Memory-Equipped LLM Agents
Reference 24
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 2662b6a0-8cf9-42b4-9594-3584dae38d0c · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents When Should Models Change Their Minds? Contextual Belief Management in Large Language Models
Reference 25
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 84983f8d-46db-4b48-b1a7-e5f0d9cb9137 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Qwen3 Technical Report
Reference 26
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 50f5a4ea-bd97-4ac7-aedd-d50bb425e5c5 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents The Llama 3 Herd of Models
Reference 27
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 099af305-57e7-48c8-93a8-9947c9e373f0 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents GPT-4 Technical Report
Reference 28
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 9792f3df-d10d-4069-9ae1-72b42d7049ac · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents OpenAI GPT-5 System Card
Reference 29
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 6116d91d-7730-4abc-a4b0-0bc2b74a345f · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Gemini documentation
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10c6e524-2e0a-4707-9b71-69ceb05b0bf4 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Claude documentation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f856789-4037-4bdb-99fa-51de5219558f · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Direct preference optimiza- tion: Your language model is secretly a reward model.Advances in neural information processing systems, 36:53728–53741, 2023
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04dbb8ae-34cc-4c4e-b956-098889bf32c5 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Evaluating very long-term conversational memory of llm agents
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8e354bf-0023-4ac1-9f60-5a02c6f4aac2 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Evaluating memory in llm agents via incremental multi-turn interactions.ICLR, 2026
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 370d34a8-6ccd-4664-9de1-1c3a9313bc24 · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Do llms recognize your preferences? evaluating per- sonalized preference following in llms.ICLR, 2025
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38bb6693-92a6-4307-9bbd-fe491fcb919b · outbound
Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Know me, respond to me: Benchmarking llms for dynamic user profiling and personalized responses at scale.COLM, 2025
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3751cbb9-cf04-493c-8535-33bc7a09a285 · inbound
Mi-Memory: A Lifecycle Memory Framework for Personal AI Beyond Similarity: Trustworthy Memory Search for Personal AI Agents
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4ccf93a-0388-4d9a-a2be-46dfe29e0ef1 · inbound
SuperLocalMemory 4.0: The Governed Memory Operating System for AI Agents Beyond Similarity: Trustworthy Memory Search for Personal AI Agents
Reference 31
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.