Paper Citation Record · LEDGER

Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 inbound Pith citation observations for arXiv:2410.12361.

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

pith.paper-citation-record.v1
2410.12361 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 23 of 23 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 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:42:25.439983Z

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

1
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 b3a6cc80-2ae3-4762-b0d6-5ec5de24ccc2 · inbound

ProactiveVA: Proactive Visual Analytics with LLM-Based UI Agent cites this paper.

ProactiveVA: Proactive Visual Analytics with LLM-Based UI Agent Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:25.439983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57ab806-3168-4c1c-b9af-74216cc40911 · inbound

Teaching Language Models To Gather Information Proactively cites this paper.

Teaching Language Models To Gather Information Proactively Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:53:24.409775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ba97994-59f0-4cc4-b265-095907478448 · 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 Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T01:01:38.551062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69209e5f-7de0-40b0-b5b0-98701818252f · inbound

DiscussLLM: Teaching Large Language Models When to Speak cites this paper.

DiscussLLM: Teaching Large Language Models When to Speak Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-21T22:10:42.335560Z

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 30d0fba8-d25e-4292-9175-e75668d5d107 · inbound

ProactiveEval: A Unified Evaluation Framework for Proactive Dialogue Agents cites this paper.

ProactiveEval: A Unified Evaluation Framework for Proactive Dialogue Agents Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T14:43:16.367718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35da2c92-2552-41cf-8f57-6e1006d63b45 · inbound

ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild cites this paper.

ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:41:24.029517Z

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 2a434c5d-5f29-45ba-a31e-aacd2521ee8e · 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 Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:13.009818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d77bf595-b6dd-446f-b90a-423f0174ab28 · inbound

ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices cites this paper.

ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:46:34.121822Z

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 7c514e3b-97ee-40a2-b0b1-9ad7f2fe4eae · inbound

EgoIntent: A Pre-Outcome Micro-Step Benchmark for Understanding What, Why, and Next cites this paper.

EgoIntent: A Pre-Outcome Micro-Step Benchmark for Understanding What, Why, and Next Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T05:50:27.209032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20602ad1-171f-4946-85a8-2566acdd271d · inbound

PRIME: Training Free Proactive Reasoning via Iterative Memory Evolution for User-Centric Agent cites this paper.

PRIME: Training Free Proactive Reasoning via Iterative Memory Evolution for User-Centric Agent Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:06:11.425990Z

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 cf5d4ffa-3387-43e8-b150-ff43481efb82 · inbound

PASK: Toward Intent-Aware Proactive Agents with Long-Term Memory cites this paper.

PASK: Toward Intent-Aware Proactive Agents with Long-Term Memory Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:30:59.707235Z

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 f174f423-234e-4284-9fb9-90d0b9006300 · inbound

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement cites this paper.

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:56:32.912566Z

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 253db7ee-b3b4-42c0-a431-a76191eafb32 · inbound

Contexty: Capturing and Organizing In-situ Thoughts for Context-Aware AI Support cites this paper.

Contexty: Capturing and Organizing In-situ Thoughts for Context-Aware AI Support Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:21:02.314344Z

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 505c2b00-32f6-47dd-98e5-a713eeee232e · inbound

From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench cites this paper.

From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:45:21.047199Z

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 f4c24b09-578d-4642-9df0-5618a7f5b653 · inbound

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures cites this paper.

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:51:03.748936Z

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 747acfa5-be9b-4ced-b418-e7e5361f9a28 · inbound

Alleviating Linguistic and Interactional Anxiety of Non-Native Speakers in Multilingual Communication cites this paper.

Alleviating Linguistic and Interactional Anxiety of Non-Native Speakers in Multilingual Communication Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:11:06.622375Z

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 55de8152-4a8c-4897-9945-98cb0811de9c · inbound

OS-SPEAR: A Toolkit for the Safety, Performance,Efficiency, and Robustness Analysis of OS Agents cites this paper.

OS-SPEAR: A Toolkit for the Safety, Performance,Efficiency, and Robustness Analysis of OS Agents Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:56:11.604933Z

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 a28a94f8-f773-492f-99a3-7614abfa9f0e · inbound

"What Are You Really Trying to Do?": Co-Creating Life Goals from Everyday Computer Use cites this paper.

"What Are You Really Trying to Do?": Co-Creating Life Goals from Everyday Computer Use Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:56:29.095155Z

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 395d89e4-437b-4a03-a95d-a1152b96b146 · inbound

An Empirical Study of Proactive Coding Assistants in Real-World Software Development cites this paper.

An Empirical Study of Proactive Coding Assistants in Real-World Software Development Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:21:11.844348Z

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 bb04392b-0d50-49ed-be3b-b0b9b22953df · inbound

Agentic Coding Needs Proactivity, Not Just Autonomy cites this paper.

Agentic Coding Needs Proactivity, Not Just Autonomy Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:46:00.330947Z

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 9b8daf3f-00ea-4555-b365-8a18d6de1fe4 · inbound

Anticipate and Learn: Unleashing Idle-Time Compute in Proactive Agents cites this paper.

Anticipate and Learn: Unleashing Idle-Time Compute in Proactive Agents Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:04:00.594676Z

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 a8f66cd3-c232-4c87-aec5-412db7a5d2a4 · inbound

PreAct: Computer-Using Agents that Get Faster on Repeated Tasks cites this paper.

PreAct: Computer-Using Agents that Get Faster on Repeated Tasks Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:57.413955Z

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 9a51a758-9316-4595-90b7-4cfbf506f2c1 · inbound

ProEvent: An Event-centric Benchmark for Proactive Agents cites this paper.

ProEvent: An Event-centric Benchmark for Proactive Agents Proactive Agent: Shifting LLM Agents from Reactive Responses to Active Assistance

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:05.652634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.