Pith. sign in

Paper Citation Record · LEDGER

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

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 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 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:47:58.803710Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-10T06:15:00.866473Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-19T11:08:27.472508Z digest=sha256:59c5cf76ee684f725f6705ea5f3467b142ff1368da69209989c586357365bd5a

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-17T21:32:18.491541Z digest=sha256:4bae0b76b87310bfd82a36b223f95143d98dfac42434a2f0182bf2d3e818b538

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T21:39:49.832151Z digest=sha256:554eda200c33e9c4e404738be3ae1ba7b62ec69538e6a0628101562668d597e1

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-19T07:31:33.690689Z digest=sha256:a94399a315fed9a89e5d863d910939534946a863cbde1761b953e909f607651b

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T12:37:10.956233Z digest=sha256:c53fc67dee548ee3c7694b3d00bedfffe1da209d1ce122771a3d128dfa73fb84

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 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-18T00:02:24.352947Z digest=sha256:b5c1707ee6d850da67d4b02a00bbe332eac794433e58314cf1674a28e9282f37

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.

source=arxiv_source observed=2026-08-04T10:47:58.803710Z digest=sha256:0531abeb9be8ecd7e3f92324d493d0461533af3de3af62c60c3c3adb79f7fe08

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.

source=arxiv_source observed=2026-08-04T09:19:54.611196Z digest=sha256:888bd4acebe084c9af5394d1b941f153f1893776a6deaf69667462d126c84592

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 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-14T23:13:15.016486Z digest=sha256:b1147f6e78c20fa922b846298f44bd59e47b51b15e1a90eb6ff5fcac1cf8d2ed

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T09:33:30.444057Z digest=sha256:e33b8d0ff6c6115323168a623ba46cce475dcdf6d4b1d7d10f60c5d0eb7f55e1

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T10:21:13.963271Z digest=sha256:f1fdc0f0eb61e4176ad28ebba91d26ab68fc6e63002b1558e62edfdcee3ab732

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T19:11:52.387623Z digest=sha256:6ae54fcfa54e472671c48d51efbe4dd1f13300a32a674cc5ced00f41edae3812

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T16:43:27.037355Z digest=sha256:7f53d98674a30013d1c1d9f19da5ed0d338c649774059aa1cd7f308bbf29cd94

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T08:12:15.663761Z digest=sha256:8c8a9944e82ab02ff93eccc6e7a92cc5b9ca323a56a63f396d3c1d881833e335

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-07T05:48:00.486572Z digest=sha256:bfa015bd4fb4e8e835e97a58a89b29a64fe46d56014b365f8a59517078ee794a

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T04:28:34.562344Z digest=sha256:3cbd5bb6ad6ee3c70e81c9e6bcf74a899b429a6d38991e7805867f8ef6d993f8

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-25T06:00:34.560405Z digest=sha256:888a1728bb44a72e455ea3cd90162ed0921c9b925e2a72bc5222049838cac365

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T06:36:30.620503Z digest=sha256:979b061e829a93f7a2d0fb551a4ce0dc55c916d8f6f61a6999a6248d703694bf

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T22:18:15.244033Z digest=sha256:ca8bae7a5c1e0535090335901f07b0c6045c434067740714c5c67b29864d1948

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T08:36:23.776293Z digest=sha256:5e02a39fde5ca521107b187f015a873776242060741fa057ed8734dfc7311b68

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T15:46:50.587684Z digest=sha256:1f151c359204c796814b4c79cbc46477f8a0be1e5dfa7d318f1218106c1577b3

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T01:38:23.602249Z digest=sha256:54a27ae2f2329e9e65309d07713ecc0a91cf45e8fa985ee27407156931161293

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-25T23:52:31.403419Z digest=sha256:2a852f75dcb09ac6a8f4e18d4834a9b0e20c1dd279cf47104c93f57498919cc9

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 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-26T03:51:51.827622Z digest=sha256:e069e6c737be612ef5b2fdd270320640c9c5358b1fff670b49aab09c65ff0295

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.

source=pdf_text observed=2026-07-31T21:44:39.691367Z digest=sha256:7c8a82d17cbe3b0c07b088da8e8af6fdbe80d7a20ecb98d05ddaee09986454a2

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.

source=pdf_text observed=2026-07-31T08:40:18.788315Z digest=sha256:77e60ab5b3c42a739a812e61bd3101140d5777104df213e74783f6c3b52963c8

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.

source=pdf_text observed=2026-08-04T00:45:30.751970Z digest=sha256:d5f503a2eec4a6897ed517745afe8be24021d8ff8997f16d9542f56470491cc3