Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-17T00:57:26.303195Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 100 of 299 outbound references and 52 inbound Pith citation observations for arXiv:2401.05459.
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 2026-05-17T00:57:26.303195Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T17:46:19.453724Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
100 of 299 outbound references displayed
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Observation f01b292c-5c12-4438-a3db-692aec4b4a09 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c350d091-3c4e-4cff-87bf-5e97d9ff4ff9 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Google assistant for android
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b89204b5-05bc-4900-9cce-f7ad9c746e09 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f06f7d3b-33bd-4174-b29d-eaf001ec4c95 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Mapping natural language instructions to mobile ui action sequences
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 91c9f5d4-031b-4ba8-9292-c42bbcdedf84 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Glider: A reinforcement learning approach to extract ui scripts from websites
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f6d912c4-c45e-47f5-a782-d91b7893f408 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ed28f183-e959-4721-9c88-ed1a09f4f1ad · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security A survey of large language models
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7077f43b-4cdc-4270-aadc-115fa8a4d969 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Ibm shoebox
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dd281547-5bc4-4e63-84e4-c73a64c5079c · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security The harpy speech recognition system: performance with large vocabularies
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5a62bbc4-075e-451e-9741-7c89c2a9424a · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 57e80c46-b091-4f6b-9412-27c6716997dc · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Rabiner and B
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 767cc73d-0e09-4f6d-8d9b-fb6e8c6b633e · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Bamberg, Yen lu Chow, Larry Gillick, Robert Roth, and Dean G
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6511024b-14c6-47af-9b91-23862d58b8f4 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Speakable items
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cc402684-c44c-4d6c-a3e9-d70437db6368 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Medspeak: Report creation with continuous speech recognition
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cab0a360-e2e0-464f-a7fc-ac261f3e6db2 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Speech transcript - jim allchin, winhec 2002
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 803065e3-9ea2-4fdc-b91c-47889fe0361f · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Google is taking questions (spoken, via iphone)
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 869a075e-7a2f-473a-bb38-102d1ac8bd73 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 861dfba1-8178-4c30-b751-e0447346456c · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Introduce chatgpt
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0fd50aee-9f8d-4289-8540-e3141ba29893 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Announcing microsoft copilot, your everyday ai companion
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d1a1edc9-766b-4c9a-99ed-6ee7e987594b · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Sirikit: Empower users to interact with their devices through voice, intelligent suggestions, and personalized workflows
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9a54c756-8254-48e4-abf3-dc70391f9e22 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Shortcuts user guide
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9c6efa04-16c4-4160-977c-18c4ac53a8db · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d9d0a2f7-842d-49cc-947c-f067c61008fc · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Tasker: Total automation for android
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7718cf4f-baa5-4f66-b71a-8021f384d90d · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Anywhere shortcuts
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cf9680cc-307b-4321-b932-1b5b6c8c62c0 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Programming iot devices by demonstration using mobile apps
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4713dfc2-1929-4d21-a27f-ab47ff8f3503 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Ulink: Enabling user-defined deep linking to app content
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 933336ca-b060-4d89-837b-8409691d123a · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security what can i help you with?
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 784af14c-e8a6-4d8f-8f77-f331bfabb75d · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Conversation
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 13d5c822-bddc-4c77-a729-cad4e550e792 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Like Having a Reall y Bad PA
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8a8fcdb5-3400-4935-97d8-8e80357d7246 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7fb6b3b0-e0dc-4137-b5cc-59d5f0de2ead · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Humanoid: A deep learning-based approach to automated black-box android app testing
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation eb35e75a-b337-424c-ba2f-503933285b2e · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Gomez, Łukasz Kaiser, and Illia Polosukhin
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8e790549-ebcf-437b-b818-450ed92d6f3a · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Lee, and Jindong Chen
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a79504e3-3059-4572-a721-85bb4e9531b3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Understanding Mobile GUI: from Pixel-Words to Screen-Sentences
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b9007275-64e4-43f2-9e0a-280c6b18fab3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd87d5e9-23db-4d1c-a7be-7d20d27cf4a5 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Uibert: Learning generic multimodal representations for ui understanding
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aad55682-aa40-4a4b-b8f9-89d599ac11a3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Spotlight: Mobile UI Understanding using Vision-Language Models with a Focus
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 13651329-796f-454b-9de5-4b8b19ad90a4 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Lexi: Self-Supervised Learning of the UI Language
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dfd08cdf-5588-4c4d-b91d-ce59557055b3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security UINav: A Practical Approach to Train On-Device Automation Agents
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 48042c8f-cbe0-4f9f-b120-4224f98883e4 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security World of bits: An open-domain platform for web-based agents
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d95f3bd2-fbca-48f0-87dd-eed8bd41c28e · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Learning to Navigate the Web
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3074f900-7175-40c4-8468-79d4fc005304 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security DOM-Q-NET: Grounded RL on Structured Language
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a6e6adb2-fccc-4546-9661-7c7154651c72 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security A data-driven approach for learning to control computers
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4b9c3f7a-aa97-4ec5-a194-480e9780eab3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2236db69-2bf5-4320-9c67-8fa93f86388b · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d0fac6a9-7f1a-4407-9cdc-1cb26152309c · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Brown, Miljan Martic, Shane Legg, and Dario Amodei
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f71f4b12-8b62-4588-aede-10ca20288c35 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Toolformer: Language models can teach themselves to use tools
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0431eb2e-97b2-43a2-8016-fbe217472672 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Webgpt: Browser-assisted question- answering with human feedback
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 95b3dab7-9d2f-4fb5-9dac-0f8784591bc0 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Multimodal Web Navigation with Instruction-Finetuned Foundation Models
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 02888084-cc76-4787-a740-047ddb2889b3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Progprompt: Generating situated robot task plans using large language models
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation db372381-8c39-4834-9542-00868cf6bc62 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Robot task planning based on large language model representing knowledge with directed graph structures
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 48d504af-4526-43a8-99d2-6c4e1936d7e2 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Language models as zero-shot planners: Extracting actionable knowledge for embodied agents
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f52a0bca-c2c6-4866-a52c-09be6f0a9176 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ba6ef50c-7840-4cf6-8967-646b290e3316 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d9b8b3ed-26f6-4f4f-bab2-3bf763b4472b · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Code Llama: Open Foundation Models for Code
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b464170f-0cd4-448f-9a89-19f8130a3277 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Solving challenging math word problems using gpt-4 code interpreter with code-based self-verification
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 87745861-4956-4a3e-9cb0-0221944e17eb · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Gpt-4 technical report
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2153ea42-bc92-4479-87f3-f1b82e467a38 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Reinventing search with a new ai-powered microsoft bing and edge, your copilot for the web
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 067450fe-3f26-4d24-b0bf-7842d1ba1e16 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b392ab74-9fb8-429c-bb7d-c4721d1f2444 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Bard: A conversational ai tool by google
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c93f5a74-614b-4a12-ac83-5a853bf152fc · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Introducing gemini: our largest and most capable ai model
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9ae3330c-1b9e-4101-973d-0ab2c0a5382d · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Reshaping industries with ai: Huawei cloud launches pangu models 3.0 and ascend ai cloud ser- vices
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3f10cfd8-828f-4b5b-a729-e1b82858ba0c · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dce0fa16-28df-4913-8d91-7433bd7d6a78 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security The linux operating system
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 46153544-b939-43d8-b38d-cb2807aa818a · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Borda count
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 81c0ed02-b4fd-4b00-98e4-b873d87eb669 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Recent advances in end-to-end automatic speech recognition
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 104fb7ff-f545-4272-9f1c-7a41b076a126 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Sainath, Ralf Schlüter, and Shinji Watanabe
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 463fcae5-e01b-4de5-896d-e8a14b68d524 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security A survey on large language model based autonomous agents
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 85b659c1-376a-4620-977c-97a7eaeb556e · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security The rise and potential of large language model based agents: A survey
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fae7a057-a55d-46d7-8eae-debbcc7b9c7a · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Igniting language intelligence: The hitchhiker’s guide from chain-of- thought reasoning to language agents
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d10e83b9-1196-4ac9-a1e6-ba57933ab125 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Williams
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4a8cdd08-01e6-4e09-9107-ed043d30d585 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security In: Zong, C., Xia, F., Li, W., Navigli, R
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ce0ff8ff-6ab4-48a2-bc33-a062ce057b85 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Multi-user gesture recognition using WiFi
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation da44720e-552d-4007-94e7-ca323caa2396 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c815cdad-c7b2-4d79-b896-61ae82602500 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Can current task-oriented dialogue models automate real-world scenarios in the wild?
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0a57e4a4-521d-4c37-acdf-2d48b6d38f38 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Instructtods: Large language models for end-to-end task-oriented dialogue systems
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 992ebfbb-1e5c-4e70-97f0-4ec9d2086769 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Enhancing large language model induced task-oriented dialogue systems through look-forward motivated goals
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fb977bd5-6147-4f34-a9eb-be345b8f82f1 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Are llms all you need for task-oriented dialogue?
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 048d13d5-69ad-4b48-a90c-9c71dfca05ca · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unlocking the potential of user feedback: Leveraging large language model as user simulators to enhance dialogue system
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fb4e4cf9-1bcb-40d5-aedf-d02ad8f2d6b3 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Unresolved cited work
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3a9cb790-418a-414b-b317-87446d7c8434 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Bing web search api
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 40109cf3-edf9-4170-9b24-488274bebd61 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Gorilla: Large Language Model Connected with Massive APIs
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 66611a69-9d0c-49c9-89c7-f12284c18367 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Gpt4tools: Teaching large language model to use tools via self-instruction
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9b57f8a1-fbf9-4a08-8a60-c987bb33f6a5 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Toolllm: Facilitating large language models to master 16000+ real-world apis
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1c90265f-648b-4e6d-bacd-869ef64b2a2d · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Octopus v2: On-device language model for super agent
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b148dd08-5078-41ed-9af3-423f4595a6ba · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Chain-of-thought prompting elicits reasoning in large language models
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 15ec27f6-efb9-4fd4-ae68-d820b4e43474 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0cf16f96-4b92-4a0c-84dd-b8d0daad7b44 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Mrkl systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 61562a67-3e71-4386-b3b1-7fe4a68de63e · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Camel: Communicative agents for "mind" exploration of large scale language model society
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 51e42b63-7a8a-4857-9932-d0b93c732eb9 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Language models can solve computer tasks
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d05bb200-030b-4e17-aed2-e90884bf91ca · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Chameleon: Plug-and-play compositional reasoning with large language models
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b42332bf-71bc-4b9f-988e-d5e0fe8b6985 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security ToolkenGPT: Augmenting frozen language models with massive tools via tool embeddings
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2d541950-3e45-4b46-9846-19a62237e323 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security InProceedings of the 2023 CHI Conference on Human Factors in Computing Systems(Hamburg, Germany)(CHI ’23)
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9dbb3392-71c9-4fb2-82e4-9c8a12cb8f87 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security DroidBot-GPT: GPT-powered UI Automation for Android
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9f746b2f-3bf9-4e5a-a05c-c7322b0bcb73 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Mind2web: Towards a generalist agent for the web
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cf80c0a7-0a0d-40da-9706-93999c4ca1b9 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security AutoDroid: LLM-powered Task Automation in Android
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4e7275a8-e7bd-44bc-83f9-9866af51880f · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Axnav: Replaying accessibility tests from natural language
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 50c519f7-90f3-416b-a610-0a1be85f7044 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security Explore, Select, Derive, and Recall: Augmenting LLM with Human-like Memory for Mobile Task Automation
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 336861d4-3b40-4f07-9204-f378ca6679b5 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security META-GUI: Towards Multi-modal Conversational Agents on Mobile GUI
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1a26b717-5d73-4f66-931d-c8c04893f831 · outbound
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security of the AAAI Conf
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7956b82e-8116-43b0-a0f2-027a489d5f57 · inbound
CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ed9e24ca-d78d-497f-8b80-ce07552b14d0 · inbound
LLM Multi-Agent Systems: Challenges and Open Problems Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a50aebad-11af-430e-b514-3d0cf806f8c6 · inbound
A Survey on the Memory Mechanism of Large Language Model based Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 06d0a76e-c356-47f4-9da0-d99574f615cd · inbound
Retrieval-Augmented Generation for Natural Language Processing: A Survey Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 106
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c16963ad-ed2d-459b-bced-cd069c110d6b · inbound
Large Language Model-Brained GUI Agents: A Survey Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2db6944c-38eb-44b8-aefb-30bd028ad823 · inbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 219
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b7210eaa-7ac2-4bb9-8383-f0b12b8ef3d4 · inbound
Progent: Securing AI Agents with Privilege Control Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd92c1c1-e5b8-4505-ae85-c03e1b402d01 · inbound
From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d9e991ef-3ed5-45e9-896e-e58856609106 · inbound
From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 42b0aa5c-dde3-4eac-acae-deff6cb2b045 · inbound
LLM-Powered AI Agent Systems and Their Applications in Industry Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 14c66fbc-8e7c-47e4-bba7-071408806508 · inbound
LLM in the Middle: A Systematic Review of Threats and Mitigations to Real-World LLM-based Systems Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 180
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34cd5927-b80f-4122-802a-7e4dd7c54207 · inbound
LLM Harms: A Taxonomy and Discussion Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 117
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0572d63a-8040-4e40-b264-f1631aec6ac3 · inbound
LLM Harms: A Taxonomy and Discussion Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 117
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 129aa661-ed30-4287-bfa4-278d31d317e8 · inbound
ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e770bd3d-976d-48de-ba3f-d29bf735bfe9 · inbound
One Tool Is Enough: Reinforcement Learning for Repository-Level LLM Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f091523-937c-4ab8-95e2-7ec08b71a293 · inbound
HyMem: Hybrid Memory Architecture with Dynamic Retrieval Scheduling Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 80b14ff3-4da4-4db9-bb58-5f8280f89964 · inbound
Chain-of-Authorization: Embedding authorization into large language models Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 07743850-4b7d-4142-b47d-bd6e942eebff · inbound
PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c031e5d6-1a7e-43d7-b491-af240c495618 · inbound
Does a Global Perspective Help Prune Sparse MoEs Elegantly? Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0f8c5adb-7073-45a8-ab44-dabaa837ed19 · inbound
InfiniLoRA: Disaggregated Multi-LoRA Serving for Large Language Models Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b9f1b809-5d42-484d-af6e-73a3e03a4d6d · inbound
PSI: Shared State as the Missing Layer for Coherent AI-Generated Instruments in Personal AI Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e4e47532-5b17-4255-8059-628f5e7394ec · inbound
Agentic Insight Generation in VSM Simulations Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 44e271c7-9b40-4dee-9bb9-f61d2973896c · inbound
Don't Let AI Agents YOLO Your Files: Shifting Information and Control to Filesystems for Agent Safety and Autonomy Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation faf2c61a-2346-424e-bd17-8ae4ef11d1b2 · inbound
Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8248868e-5860-4c8e-a559-a8e7bb6835f1 · inbound
TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 881b7a12-69ef-49b6-b6da-7e31b95993e7 · inbound
Persona-Grounded Safety Evaluation of AI Companions in Multi-Turn Conversations Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 618caa3c-d009-4415-956d-18fb1ce32fc8 · inbound
Agentic AI for Trip Planning Optimization Application Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5375d601-ed1c-4eb6-9b08-cee7deeafa88 · inbound
Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 134
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8fb21906-97ef-41d2-83cb-67ee99560be3 · inbound
Can LLM Agents Simulate Dynamic Networks? A Case Study on Email Networks with Phishing Synthesis Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 058680f0-b9bb-4470-b274-feb2b7782522 · inbound
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8cb35123-a469-48b8-a25e-64987983a785 · inbound
GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e47fd032-4539-4d2b-b9bd-ea148030a622 · inbound
From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9be56c16-40b2-4ead-960c-ced688a67f2a · inbound
From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cb166068-8075-4ce6-b3c3-5dcfd7219d15 · inbound
It Takes Two: Complementary Self-Distillation for Contextual Integrity in LLMs Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e178646a-bce6-48c1-a2ad-3277b71bce80 · inbound
MATO: Multi-objective Personalized Alignment with Test-time Optimization for Large Language Models Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9374eacd-3bf7-4f7b-960b-f689f938a0ab · inbound
On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4bef2e6f-4df1-45eb-a7a0-fddd06ce9b0f · inbound
When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d77064dd-2771-48c7-a3de-e7b06b742801 · inbound
Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 101
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7f27c28f-7205-4271-b06e-499f515160af · inbound
EnerInfer: Energy-Aware On-Device LLM Inference Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c84ca2fe-5aaa-4141-b371-d6ca06dde816 · inbound
The Interplay of Harness Design and Post-Training in LLM Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4e444f09-95a9-425b-a7b4-430a9bdbbf47 · inbound
When Agents Do Not Stop: Uncovering Infinite Agentic Loops in LLM Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b2674704-ae7b-418a-921e-903c66ebcdf2 · inbound
FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc23c482-9d42-439e-9aa6-ab136c8ce49b · inbound
FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 893f7a46-ac5c-454b-aabc-f217db2fc4f7 · inbound
PaperRouter-Agent: A Content-Grounded LLM Agent for Personalized Hierarchical Paper Routing Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb69f623-6b3f-4a2a-a9e9-956ce8900124 · inbound
Supervised Fine-Tuning vs. In-Context Learning: An Equilibrium Analysis of LLM Personalization under Congestion Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 132
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Observation 782ee592-9f37-4862-9691-9917e79dc242 · inbound
SenWorld: A Digital-Twin Simulation for Generating Context-Rich Evaluation Data Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 1
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Observation 8832f8da-a903-4fa7-a36e-7e876239de19 · inbound
Gleam: Adaptive Network-Efficient CUDA API Remoting for Cross-Device GPU Sharing over LANs Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 44
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Observation 9cc7ce4b-ce16-45de-a9a9-a7a80feab129 · inbound
Isolated but Exposed: Persistence-Based Memory Extraction Attack on LLM Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 14
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Observation 6fa4f9bb-57a3-4eae-8f77-8758f82df654 · inbound
ODYSSE: Episode-wise Policy Optimization for Personalized Agentic Reasoning Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 17
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Observation 8c58f8fc-4114-4525-8c02-0ece76da2bb1 · inbound
Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 1938
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Observation 0a639140-3250-4712-86fd-148c27685d97 · inbound
Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 16
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Observation f5363553-ba56-4cc0-9df1-419f401c7f56 · inbound
Beyond Retrieval: Analytic Memory for Multimodal Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Reference 22
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