Paper Citation Record · LEDGER

Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 37 inbound Pith citation observations for arXiv:2411.06559.

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

pith.paper-citation-record.v1
2411.06559 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 37 of 37 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T15:36:48.658209Z

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

0
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 1f2f3c99-b340-4a80-ae24-5e57cf824a38 · inbound

Large Language Model-Brained GUI Agents: A Survey cites this paper.

Large Language Model-Brained GUI Agents: A Survey Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 293

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:08:27.932927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b53e8e32-cc87-4dc0-85a2-f42fbed2707c · inbound

Trajectory World Models for Heterogeneous Environments cites this paper.

Trajectory World Models for Heterogeneous Environments Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T15:36:48.658209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2db1d183-63ed-459d-94bd-713fc77c7bf7 · inbound

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks cites this paper.

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-17T21:32:18.640326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7fc43113-4543-472c-b22b-f35ea85b5516 · inbound

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems cites this paper.

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 135

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:42:10.598969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ebafedec-676b-474a-8bc4-d99a6c518828 · inbound

Large Language Models for Planning: A Comprehensive and Systematic Survey cites this paper.

Large Language Models for Planning: A Comprehensive and Systematic Survey Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T14:11:56.088900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5257ebcf-df47-4210-9a07-9265c0d80240 · inbound

GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs cites this paper.

GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:23.187041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90c18097-0981-4c10-b284-4f435efd8e6d · inbound

Build the web for agents, not agents for the web cites this paper.

Build the web for agents, not agents for the web Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T04:17:00.595728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2d6d82a-e7e9-4f4c-bf0b-6713dfc5797b · inbound

Beyond Syntax: Action Semantics Learning for App Agents cites this paper.

Beyond Syntax: Action Semantics Learning for App Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.765321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation af810d31-6b93-466a-aae4-81e72e25c7fa · inbound

Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents cites this paper.

Agent-RewardBench: Towards a Unified Benchmark for Reward Modeling across Perception, Planning, and Safety in Real-World Multimodal Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T22:36:42.927894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 066ae50a-9a16-4103-a38c-6fd4fb2b78f6 · inbound

Universal Retrieval for Multimodal Trajectory Modeling cites this paper.

Universal Retrieval for Multimodal Trajectory Modeling Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T22:18:37.206020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bef217b-7911-49de-a4f2-a13acb7de8b2 · inbound

Pipelined Decoder for Efficient Context-Aware Text Generation cites this paper.

Pipelined Decoder for Efficient Context-Aware Text Generation Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T21:49:36.694902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4058681-6375-49c3-b8fb-3c25bc3bc84f · inbound

WebSynthesis: World-Model-Guided MCTS for Efficient WebUI-Trajectory Synthesis cites this paper.

WebSynthesis: World-Model-Guided MCTS for Efficient WebUI-Trajectory Synthesis Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:55:00.394086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2497bf4e-5cb2-4313-9f08-98181497a19b · inbound

General Agentic Planning Through Simulative Reasoning with World Models cites this paper.

General Agentic Planning Through Simulative Reasoning with World Models Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-22T12:41:33.568186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3aaea7a4-83e8-4d98-933a-e9d41467abcc · inbound

SSRL: Self-Search Reinforcement Learning cites this paper.

SSRL: Self-Search Reinforcement Learning Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T20:17:08.840484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71eaa96c-7420-499a-a8d3-402a124519b5 · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 168

Resolution: verified exact; arxiv_id, observed 2026-05-18T00:02:25.486818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc9ee8f5-43f0-4df3-b64b-4bbfb3ffbc5c · inbound

Agent Learning via Early Experience cites this paper.

Agent Learning via Early Experience Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T10:47:58.803710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1953cad-0b43-4efd-8ad0-83a744e12495 · inbound

Branch-and-Browse: Efficient and Controllable Web Exploration with Tree-Structured Reasoning and Action Memory cites this paper.

Branch-and-Browse: Efficient and Controllable Web Exploration with Tree-Structured Reasoning and Action Memory Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T09:19:54.611196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea44da3-33e1-47c5-acc9-3fae4a4deb20 · inbound

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory cites this paper.

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 210

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T23:13:15.507351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9d410dc2-d73c-495e-adf9-126b3a26fcdb · inbound

DynaWeb: Model-Based Reinforcement Learning of Web Agents cites this paper.

DynaWeb: Model-Based Reinforcement Learning of Web Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T09:37:41.532488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d71f6c2b-daa1-47a2-8b05-f20d56c87d30 · inbound

Specification-Driven Generation and Evaluation of Discrete-Event World Models via the DEVS Formalism cites this paper.

Specification-Driven Generation and Evaluation of Discrete-Event World Models via the DEVS Formalism Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:21:23.775180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9638398b-4f0b-467d-bf15-1fb552557b01 · inbound

Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems cites this paper.

Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-13T19:13:09.689433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc736636-c5c8-4df0-9680-a9466798b0bc · inbound

OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation cites this paper.

OccuBench: Evaluating AI Agents on Real-World Professional Tasks via Language Environment Simulation Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:20:57.887889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d2fa34ce-b568-44d9-848f-8ef5a2b3a1e6 · inbound

Human Cognition in Machines: A Unified Perspective of World Models cites this paper.

Human Cognition in Machines: A Unified Perspective of World Models Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T08:12:26.106631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c6941c6-cefb-4e1d-8386-dd51780dd3f7 · inbound

GUI Agents with Reinforcement Learning: Toward Digital Inhabitants cites this paper.

GUI Agents with Reinforcement Learning: Toward Digital Inhabitants Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:31:29.717040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 163c4245-bd13-49f5-8bfe-d471135c4c80 · inbound

How Mobile World Model Guides GUI Agents? cites this paper.

How Mobile World Model Guides GUI Agents? Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:24.235352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dbe5372e-19e0-4644-91d9-048f3e3a9900 · inbound

How Mobile World Model Guides GUI Agents? cites this paper.

How Mobile World Model Guides GUI Agents? Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-25T06:05:27.270946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fed98f29-7f1f-4374-92b4-bca1186ad514 · inbound

SimGym: A Framework for A/B Test Simulation in E-Commerce with Traffic-Grounded VLM Agents cites this paper.

SimGym: A Framework for A/B Test Simulation in E-Commerce with Traffic-Grounded VLM Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:38:05.693960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f7161d8-4bbe-4e66-a306-cecce7e04ad8 · inbound

Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration cites this paper.

Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:36:08.821174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ba9b7b19-48bc-484c-bf4e-72d5f46d08b0 · inbound

World Models: A Comprehensive Survey of Architectures, Methodologies, Reasoning Paradigms, and Applications cites this paper.

World Models: A Comprehensive Survey of Architectures, Methodologies, Reasoning Paradigms, and Applications Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:43:15.682288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 93b96fca-c486-4927-a8f5-2f21c814485a · inbound

OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents cites this paper.

OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:06:16.437544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e6b65521-72a1-46d1-9c53-de3965765ed3 · inbound

Towards World Models in Biomedical Research cites this paper.

Towards World Models in Biomedical Research Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:06:58.851977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c07b9431-f2e3-47b6-90a0-260eb8a78660 · inbound

Qwen-AgentWorld: Language World Models for General Agents cites this paper.

Qwen-AgentWorld: Language World Models for General Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:09:59.230526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 33f3412c-bc48-44f7-8419-c67de84a2115 · inbound

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning cites this paper.

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T14:29:53.377538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f202d84d-b982-4228-9ab8-288546579a13 · inbound

TAPO: Transition-Aware Policy Optimization for LLM Agents cites this paper.

TAPO: Transition-Aware Policy Optimization for LLM Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-31T21:44:39.691367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9552725-2e64-41b3-b78d-b931f6a23955 · inbound

Why Are GUI Agents Correct but Late? Decode on the Decision-Time Critical Path, Tested with Pre-Compiled Policy Trees cites this paper.

Why Are GUI Agents Correct but Late? Decode on the Decision-Time Critical Path, Tested with Pre-Compiled Policy Trees Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T08:40:18.788315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d0da86c-c14f-4842-8610-b085e4a30882 · inbound

RMSWeb: Reflection, Failure-Mode Mining, and Salvage-DS for Web Agent Reinforcement Learning cites this paper.

RMSWeb: Reflection, Failure-Mode Mining, and Salvage-DS for Web Agent Reinforcement Learning Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T00:45:30.751970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8a2943c-721a-49f8-8ff9-961fe3bcce10 · inbound

AppDeltaWorld: Transition-Grounded Delta Code World Model for Mobile GUI Agents cites this paper.

AppDeltaWorld: Transition-Grounded Delta Code World Model for Mobile GUI Agents Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T21:40:39.891950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.