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Paper Citation Record · LEDGER

Gym-Anything: Turn any Software into an Agent Environment

As of 4 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 11 inbound Pith citation observations for arXiv:2604.06126.

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

pith.paper-citation-record.v1
2604.06126 v1

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:34:42.621666Z

measured 101 of 101 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 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:58:28.824118Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T20:05:34.041501Z

Reference resolution

90 of 90 outbound references displayed

  • verified exact9
  • verified fuzzy69
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07714211-a4a2-47af-ab8c-c3d6a9edb12d · outbound

This paper cites The simple macroeconomics of ai.SSRN Electronic Journal.

Gym-Anything: Turn any Software into an Agent Environment The simple macroeconomics of ai.SSRN Electronic Journal

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.252219Z

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=2026-05-10T19:34:42.621666Z digest=sha256:944ef9544cca93ec030de78b1b895882d2d3b647db33f1fed69f1c1fb6fbe472

Observation 4964570a-5d4b-4a53-adb0-ea815d935a01 · outbound

This paper cites Programming with pixels: Can computer-use agents do software engineering?.

Gym-Anything: Turn any Software into an Agent Environment Programming with pixels: Can computer-use agents do software engineering?

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:45:50.629439Z

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=2026-05-10T19:34:42.621666Z digest=sha256:b0850612dd5d155c286c833686678658aba8f6fd30ba5fdafc1e644344cde1e7

Observation 9a699f00-c8fa-4877-ad89-f6401e310b18 · outbound

This paper cites The claude model family.

Gym-Anything: Turn any Software into an Agent Environment The claude model family

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.170431Z

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=2026-05-10T19:34:42.621666Z digest=sha256:352b5e51549a91385a2031c4243910d6b55bdedab74d44746b01a986a41b3513

Observation d0d61b42-70e9-4bb5-a617-6b72f906f37f · outbound

This paper cites Digirl: Training in-the-wild device-control agents with autonomous reinforcement learning.

Gym-Anything: Turn any Software into an Agent Environment Digirl: Training in-the-wild device-control agents with autonomous reinforcement learning

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.314090Z

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=2026-05-10T19:34:42.621666Z digest=sha256:e51f915cce7e7d8950f36620733516c824500e8f0898d1773f129cbe8f90ceba

Observation 1a72794d-c3cf-4ef6-a8d8-dc630240c130 · outbound

This paper cites Qwen2.5-VL Technical Report.

Gym-Anything: Turn any Software into an Agent Environment Qwen2.5-VL Technical Report

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:45:50.625216Z

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=2026-05-10T19:34:42.621666Z digest=sha256:5697081ba53b8af42454ef24d7398aafbfe013ef836b4b7c6141e3f8cd201213

Observation dbb7bdbb-5c4d-40f1-b137-529eb33f20d6 · outbound

This paper cites WorkArena++: Towards compositional planning and reasoning-based common knowledge work tasks.

Gym-Anything: Turn any Software into an Agent Environment WorkArena++: Towards compositional planning and reasoning-based common knowledge work tasks

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.158065Z

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=2026-05-10T19:34:42.621666Z digest=sha256:6277b416b9529ea4a0fa5202df9bcc7e2259916a0f1a2455d7eacf8769775812

Observation f57c0a1c-b331-4616-84ff-d94bcbb600a7 · outbound

This paper cites Windows Agent Arena: Evaluating multi-modal OS agents at scale.

Gym-Anything: Turn any Software into an Agent Environment Windows Agent Arena: Evaluating multi-modal OS agents at scale

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.139810Z

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=2026-05-10T19:34:42.621666Z digest=sha256:4b570def836de110e6c2b64abf4e10935676a0bf3f812a9fc5e010127311decc

Observation f381355d-e912-47f2-8708-095a1f6847d5 · outbound

This paper cites OpenAI Gym.

Gym-Anything: Turn any Software into an Agent Environment OpenAI Gym

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.143748Z

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=2026-05-10T19:34:42.621666Z digest=sha256:aa503897af7cd8e2eee2caabeeb30b3cff4d1656447caa18888255b1da4a646b

Observation 7da18e6e-2043-4f28-b371-a027d5e5f198 · outbound

This paper cites Spider2-V: How far are multimodal agents from automat- ing data science and engineering workflows? In A.

Gym-Anything: Turn any Software into an Agent Environment Spider2-V: How far are multimodal agents from automat- ing data science and engineering workflows? In A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.148310Z

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=2026-05-10T19:34:42.621666Z digest=sha256:e895d41ec761a797829d4aec894ccd6ba4922eeb8fbb94f5944e395e78964c89

Observation 93f59e97-6346-4a84-a380-450215cfe30d · outbound

This paper cites Gui-genesis: Automated synthesis of efficient environments with verifiable rewards for gui agent post-training.

Gym-Anything: Turn any Software into an Agent Environment Gui-genesis: Automated synthesis of efficient environments with verifiable rewards for gui agent post-training

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.376704Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f52b44b35d2eec48818179ee2a72a005affa1a06af8ba5e2d1dba30502fe8e70

Observation c5e05f10-f7a0-45cc-b475-93ef7e5b9d42 · outbound

This paper cites Mind2Web: Towards a generalist agent for the web.

Gym-Anything: Turn any Software into an Agent Environment Mind2Web: Towards a generalist agent for the web

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.445898Z

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=2026-05-10T19:34:42.621666Z digest=sha256:e98d2119178fcf4054f32551cdd5eebc9cd786ab764c2963a95482de2d2c3bce

Observation 228223a4-e6cf-4196-bc2f-4352c227c73e · outbound

This paper cites Laradji, Manuel Del Verme, Tom Marty, David Vazquez, Nicolas Chapados, and Alexandre Lacoste.

Gym-Anything: Turn any Software into an Agent Environment Laradji, Manuel Del Verme, Tom Marty, David Vazquez, Nicolas Chapados, and Alexandre Lacoste

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.423249Z

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=2026-05-10T19:34:42.621666Z digest=sha256:5de42cb16477203fbdb6305f02232c1c29c29809651d063302d6bb2e9fa801ce

Observation 8bbc90c7-a998-4ff6-8721-39c30e5d3fd2 · outbound

This paper cites Score the steps, not just the goal: Vlm-based subgoal evaluation for robotic manipulation.

Gym-Anything: Turn any Software into an Agent Environment Score the steps, not just the goal: Vlm-based subgoal evaluation for robotic manipulation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.373958Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f650ffc0b55e7dd2e7ace195966f01355b17d26ac9119cfd13679f91a13cfdd5

Observation 89b61f45-f093-4c91-890d-f9b6c73dd60b · outbound

This paper cites Gpts are gpts: An early look at the labor market impact potential of large language models.

Gym-Anything: Turn any Software into an Agent Environment Gpts are gpts: An early look at the labor market impact potential of large language models

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.334984Z

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=2026-05-10T19:34:42.621666Z digest=sha256:d81ad84b3dc4c7ebba2baa6c7c527666d5936a0e491c3bca1d19ab1338f0fac7

Observation c4c0873e-c560-4637-bb56-b9280733f333 · outbound

This paper cites Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses.Strategic Management Journal, 42(12):2195–2217.

Gym-Anything: Turn any Software into an Agent Environment Occupational, industry, and geographic exposure to artificial intelligence: A novel dataset and its potential uses.Strategic Management Journal, 42(12):2195–2217

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.427347Z

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=2026-05-10T19:34:42.621666Z digest=sha256:4e4249a729ad889701899d817f70c94b3654ecd92ec9ed3340905e95e2931989

Observation 615fc5c6-0f17-4474-b09d-724b3776a3b0 · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.391155Z

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=2026-05-10T19:34:42.621666Z digest=sha256:168d1dfe2a0ad322d2b0c7502a0e3c6878220643a4db3394e1cc71654559f32b

Observation 1fb88444-28f8-4851-ae19-fb6b17297769 · outbound

This paper cites Evilgenie: A reward hacking bench- mark.

Gym-Anything: Turn any Software into an Agent Environment Evilgenie: A reward hacking bench- mark

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.386820Z

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=2026-05-10T19:34:42.621666Z digest=sha256:679c998a7193b2907c3e4b8e273a1205ccb166a82760536cd0a1cbd69e3ce779

Observation 29f4344c-4a4f-40af-b86d-ce656afe0ff5 · outbound

This paper cites AssistGUI: Task-oriented PC graphical user interface automation.

Gym-Anything: Turn any Software into an Agent Environment AssistGUI: Task-oriented PC graphical user interface automation

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.324148Z

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=2026-05-10T19:34:42.621666Z digest=sha256:341b95fc3ff040c8c2046a8f0993722faa4d7e1ab6efd4fb5b5767ad2c43bba9

Observation 26e9534f-61b7-4ddb-a311-a5ee12d40e14 · outbound

This paper cites Efficient agent training for computer use.

Gym-Anything: Turn any Software into an Agent Environment Efficient agent training for computer use

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.387077Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f7c8ba126db984c0f391228f4f0b5e8cccfad005d31c2ea3dc56a41846444e26

Observation be20b49e-4196-4b77-ab32-c13d084246e8 · outbound

This paper cites PC Agent: While You Sleep, AI Works -- A Cognitive Journey into Digital World.

Gym-Anything: Turn any Software into an Agent Environment PC Agent: While You Sleep, AI Works -- A Cognitive Journey into Digital World

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:45:50.594904Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f635e09e674247b5c05b047e0c3850322f0392abb6a82aa38b0a819f954576bd

Observation b8f54363-40b0-44ea-bb35-d4244efe87c4 · outbound

This paper cites Agentgen: Enhancing planning abilities for large language model based agent via environment and task generation.

Gym-Anything: Turn any Software into an Agent Environment Agentgen: Enhancing planning abilities for large language model based agent via environment and task generation

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.362730Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7406cf3b0e4657b6ea86a16f7571bc138f8e82830cc1302d157f3a92c242c83e

Observation 783f1625-e685-43c5-b6db-73c196fdf6a4 · outbound

This paper cites OmniACT: A dataset and benchmark for enabling multi- modal generalist autonomous agents for desktop and web.

Gym-Anything: Turn any Software into an Agent Environment OmniACT: A dataset and benchmark for enabling multi- modal generalist autonomous agents for desktop and web

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.463943Z

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=2026-05-10T19:34:42.621666Z digest=sha256:aa5bcf8d20febdafd071804e51f482a7d27a22126c33f01ee9f52286ae77cee1

Observation 41d3e2f5-cdc9-4d24-bfa9-b63c3018e9c1 · outbound

This paper cites VisualWebArena: Evaluating multimodal agents on realistic visual web tasks.

Gym-Anything: Turn any Software into an Agent Environment VisualWebArena: Evaluating multimodal agents on realistic visual web tasks

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.459827Z

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=2026-05-10T19:34:42.621666Z digest=sha256:1264624c302eecdf76eb85664354cd607f67e7e40d41fb2d77d0462524197b6c

Observation a711e0a1-661c-4ea7-ba46-f86e2625b3e7 · outbound

This paper cites On the effects of data scale on UI control agents.

Gym-Anything: Turn any Software into an Agent Environment On the effects of data scale on UI control agents

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.371739Z

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=2026-05-10T19:34:42.621666Z digest=sha256:a9992ab829df6d5ee63beace770c76d0012e1809b3edf21b512d1fb4cd145473

Observation a3a99d57-fdfd-44d2-a175-ad8d60ba12e4 · outbound

This paper cites Wildbench: Benchmarking llms with challenging tasks from real users in the wild.

Gym-Anything: Turn any Software into an Agent Environment Wildbench: Benchmarking llms with challenging tasks from real users in the wild

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.456063Z

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=2026-05-10T19:34:42.621666Z digest=sha256:ce3a846e488e32336f27e48ed918b4c09cdb264d5718e1364b51873b7730b468

Observation 0ad24891-3ff0-493d-897b-36e40967d8ef · outbound

This paper cites Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration.

Gym-Anything: Turn any Software into an Agent Environment Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:45:50.613667Z

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=2026-05-10T19:34:42.621666Z digest=sha256:3b73992b722d3bbabb69064469d7d13bc3d8b15be2c317cd342ff8b46afe9fc7

Observation 8b26f2a6-4425-49e5-85cd-60d316d543b9 · outbound

This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

Gym-Anything: Turn any Software into an Agent Environment Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.429239Z

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=2026-05-10T19:34:42.621666Z digest=sha256:948e7893ec7956beb2b21da91cf58a5d593f37840b079867e41773c538e2a142

Observation 13cc0d86-a781-4ce1-9f97-f39da0023d8a · outbound

This paper cites Agentinstruct: Toward generative teaching with agentic flows.

Gym-Anything: Turn any Software into an Agent Environment Agentinstruct: Toward generative teaching with agentic flows

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.431241Z

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=2026-05-10T19:34:42.621666Z digest=sha256:02ef8bc3ba732a67eb7d46f78a7ecab4aaf1088c545dc3dec8415c26fd9985f1

Observation bdafeafe-7186-440b-8ba8-9bde0592c764 · outbound

This paper cites Bagel: Bootstrapping agents by guiding exploration with language.

Gym-Anything: Turn any Software into an Agent Environment Bagel: Bootstrapping agents by guiding exploration with language

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.339563Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f1d8bc56440c91e5c99e2a162093167d034fe2a10fc76b80ae952b1ba4194800

Observation b3fb9e5a-9a5d-4d26-baf7-0bff4365aeae · outbound

This paper cites Explorer: Scaling exploration-driven web trajectory synthesis for multimodal web agents.

Gym-Anything: Turn any Software into an Agent Environment Explorer: Scaling exploration-driven web trajectory synthesis for multimodal web agents

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.282044Z

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=2026-05-10T19:34:42.621666Z digest=sha256:c911dcdef2ba4f8a31f4f4c07e52e1e96d6b059aaa1c3e07d343134a8bfdb634

Observation 2520b470-a6d4-48f5-aa57-660df9cd5693 · outbound

This paper cites Training software engineering agents and verifiers with swe-gym.

Gym-Anything: Turn any Software into an Agent Environment Training software engineering agents and verifiers with swe-gym

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.260989Z

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=2026-05-10T19:34:42.621666Z digest=sha256:674f6de8653a5454b0278bf75c1858de0f21148603aa721c4790cbbaac00e77d

Observation 1eaac59e-825d-4aaf-915d-38fd4e45058d · outbound

This paper cites Au- tonomous evaluation and refinement of digital agents.

Gym-Anything: Turn any Software into an Agent Environment Au- tonomous evaluation and refinement of digital agents

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.327990Z

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=2026-05-10T19:34:42.621666Z digest=sha256:bcfb0b6f44037a28b20d4171cb99c7645351a021533205dc8981bc955debc150

Observation 50bf3457-859c-47e3-b649-19a508befb6a · outbound

This paper cites Kim, Patrick Chao, Samuel Miserendino, Gildas Chabot, David Li, Michael Sharman, Alexandra Barr, Amelia Glaese, and Jerry Tworek.

Gym-Anything: Turn any Software into an Agent Environment Kim, Patrick Chao, Samuel Miserendino, Gildas Chabot, David Li, Michael Sharman, Alexandra Barr, Amelia Glaese, and Jerry Tworek

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.355292Z

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=2026-05-10T19:34:42.621666Z digest=sha256:b45ccc22c1b0b51340fc95030f46e51312d2eadd2850f0da33f1eb2ef4f416b3

Observation 2e2e9423-afa4-4480-831b-1fe36531dbdb · outbound

This paper cites Peterson, Michael D.

Gym-Anything: Turn any Software into an Agent Environment Peterson, Michael D

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.267144Z

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=2026-05-10T19:34:42.621666Z digest=sha256:61aa55927f61a2747f3309b4cdd422f53cefaa3213437f891d6e28535eb91c08

Observation 2fbc73b1-80a3-4baa-921b-abd70a7a5fda · outbound

This paper cites Webrl: Training llm web agents via self-evolving online curriculum reinforcement learning.

Gym-Anything: Turn any Software into an Agent Environment Webrl: Training llm web agents via self-evolving online curriculum reinforcement learning

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.409983Z

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=2026-05-10T19:34:42.621666Z digest=sha256:0e77e55221ba80feef40c4fd22f61f2ce5aa372c63f502ee6da4812866c9a49d

Observation def9d870-5fc3-4ca9-b758-4330756061d5 · outbound

This paper cites Ui-tars: Pioneering automated gui interaction with native agents.

Gym-Anything: Turn any Software into an Agent Environment Ui-tars: Pioneering automated gui interaction with native agents

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.313708Z

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=2026-05-10T19:34:42.621666Z digest=sha256:2b70f59a797fd197a925a1f284ecdcb5b004163487ad608e651c49c8e081bf6f

Observation 696a75ea-d754-4256-a4c4-c9769cafef35 · outbound

This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.

Gym-Anything: Turn any Software into an Agent Environment AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-13T12:06:13.928391Z

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=2026-05-10T19:34:42.621666Z digest=sha256:6be767525117de80ee7b59741b0738091e68ec24c7d5e02d8db9a2d6be1f506b

Observation ea061c39-e698-41c5-8e37-e573b7d45530 · outbound

This paper cites An- droidInTheWild: A large-scale dataset for Android device control.

Gym-Anything: Turn any Software into an Agent Environment An- droidInTheWild: A large-scale dataset for Android device control

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.364653Z

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=2026-05-10T19:34:42.621666Z digest=sha256:fa5f94c4bfcca11abf207201fa9dfab11d985a86c5742899c7b1da7db006df62

Observation f8147aa9-ddab-4f0b-b257-ce19585858a4 · outbound

This paper cites The illusion of diminishing returns: Measuring long horizon execution in llms.

Gym-Anything: Turn any Software into an Agent Environment The illusion of diminishing returns: Measuring long horizon execution in llms

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.335251Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f6a03e5c1a81d721e65f44ece5fb1d268c9dd18880321cba6a25b75514f67fac

Observation df32b012-51ac-4dc1-b41d-8f13b16a4b08 · outbound

This paper cites Os-genesis: Automating gui agent trajectory construction via reverse task synthesis.

Gym-Anything: Turn any Software into an Agent Environment Os-genesis: Automating gui agent trajectory construction via reverse task synthesis

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.401420Z

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=2026-05-10T19:34:42.621666Z digest=sha256:fdfbc60c41ba7e16596b0c9bb00f9023080c66d837a918c42f99addfea8ae5e2

Observation 11be83e9-b2d7-4ef3-a066-37d4750b7e19 · outbound

This paper cites ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows.

Gym-Anything: Turn any Software into an Agent Environment ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:45:50.608966Z

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=2026-05-10T19:34:42.621666Z digest=sha256:4ae97b09b27775aeda4c1d5b859dc057e6569221825a18cb1566c8353b589c98

Observation 6ba4af2c-ff55-4397-ab29-7a71fffde8ec · outbound

This paper cites Seagent: Self-evolving computer use agent with autonomous learning from experience.

Gym-Anything: Turn any Software into an Agent Environment Seagent: Self-evolving computer use agent with autonomous learning from experience

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.278637Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7ae680b7f0626ee198ed3fbb4f8013b887f5dd7a101d9612498f3cc307a70a21

Observation 2aa08d4e-ae9c-4d10-b0c4-ae7110222d4e · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.450930Z

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=2026-05-10T19:34:42.621666Z digest=sha256:3cad39110501980c159c46f24c2c3e8569621c6301bfafeec964be59da4e64a4

Observation 35d27494-b206-40b0-96cb-47564bfeb305 · outbound

This paper cites Gymnasium: A Standard Interface for Reinforcement Learning Environments.

Gym-Anything: Turn any Software into an Agent Environment Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:29:49.696310Z

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=2026-05-10T19:34:42.621666Z digest=sha256:730515b2c6e390be29ddb03757dc04fe6408bde04d100fb3a063c07d063475f2

Observation 1eb69914-b2f0-4c88-989e-b1cc1ce1c6ed · outbound

This paper cites Bureau of Economic Analysis.

Gym-Anything: Turn any Software into an Agent Environment Bureau of Economic Analysis

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.425284Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7864e8e0f913f33760b42e23be32b7c46daea17dd5cdffbb017662e71b4dfcc1

Observation f760168c-1a73-44b0-9bc7-023bf2fd1ed5 · outbound

This paper cites Bureau of Labor Statistics.

Gym-Anything: Turn any Software into an Agent Environment Bureau of Labor Statistics

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.320796Z

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=2026-05-10T19:34:42.621666Z digest=sha256:0818b724f36b08e4c03784689c15d729089dbbd8186ddc67f753b6f992f495c1

Observation 85e8e26f-0608-4dcc-90d1-00619255a55e · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Gym-Anything: Turn any Software into an Agent Environment Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:45:50.585979Z

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=2026-05-10T19:34:42.621666Z digest=sha256:54fca6b1aa6328bab0c03f41312048a6c994db8e1940e81e565932e565877bab

Observation ffdb14b1-d41d-4d04-80c4-d4f7006004a7 · outbound

This paper cites Charles, Zhilin Yang, and Tao Yu.

Gym-Anything: Turn any Software into an Agent Environment Charles, Zhilin Yang, and Tao Yu

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.406384Z

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=2026-05-10T19:34:42.621666Z digest=sha256:08465cdc472f0ee3839ce29152d35a12057df6a281183fc75b99505efb115ac9

Observation 0917169f-fb05-4d9a-9428-5b2a4f84b694 · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

Gym-Anything: Turn any Software into an Agent Environment Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.406027Z

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=2026-05-10T19:34:42.621666Z digest=sha256:edb0c7aa920dee9bd301dded450c1d0e9be7e6061dccfccdae196c27fd674180

Observation c7958829-c610-482c-afc0-c7885675dade · outbound

This paper cites Agent world model: Infinity synthetic environments for agentic reinforcement learning.

Gym-Anything: Turn any Software into an Agent Environment Agent world model: Infinity synthetic environments for agentic reinforcement learning

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.414565Z

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=2026-05-10T19:34:42.621666Z digest=sha256:080a82f069b460b3d6b252d2668d84d46608b6e8d2c786474ab20f9d5659ad1a

Observation 5a72bbea-1a8d-4cb5-9df8-9c503437fd4d · outbound

This paper cites How well does agent development reflect real-world work?.

Gym-Anything: Turn any Software into an Agent Environment How well does agent development reflect real-world work?

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.467981Z

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=2026-05-10T19:34:42.621666Z digest=sha256:835cd6ac41f8cb1d3127643165dd06ab8c5694dfd97d15583b486ebd3b09a07b

Observation 34ac8eaf-1c43-41a5-8096-b9f389f63255 · outbound

This paper cites Os-atlas: A foundation action model for generalist gui agents.

Gym-Anything: Turn any Software into an Agent Environment Os-atlas: A foundation action model for generalist gui agents

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.367068Z

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=2026-05-10T19:34:42.621666Z digest=sha256:2ba70a938145a7d46d3c3c5bff72fc0899730694990ee721f1c0fb0f63a04d54

Observation ffaa2c9e-26a7-483f-88c2-50a599f0a158 · outbound

This paper cites OSWorld: Benchmarking multimodal agents for open-ended tasks in real computer environments.

Gym-Anything: Turn any Software into an Agent Environment OSWorld: Benchmarking multimodal agents for open-ended tasks in real computer environments

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.391487Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7d45721049ee4804aaac104574415f11833a1f22c863f2cf187feea3d0458628

Observation e964a26b-7559-4184-8bfe-40862a2e010b · outbound

This paper cites Wizardlm: Empowering large pre-trained language models to follow complex instructions.

Gym-Anything: Turn any Software into an Agent Environment Wizardlm: Empowering large pre-trained language models to follow complex instructions

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.295419Z

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=2026-05-10T19:34:42.621666Z digest=sha256:da866c1f00411e3237554eccaee9065021e26b939f90ed67534eb48c76aecf57

Observation e3f36652-cad5-4ce1-b0a3-63a1f06c768e · outbound

This paper cites Xu, Yufan Song, Boxuan Li, Yuxuan Tang, Kritanjali Jain, Mengxue Bao, Zora Z.

Gym-Anything: Turn any Software into an Agent Environment Xu, Yufan Song, Boxuan Li, Yuxuan Tang, Kritanjali Jain, Mengxue Bao, Zora Z

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.161455Z

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=2026-05-10T19:34:42.621666Z digest=sha256:d70d38cd7b6d22aeb5ac929477f51a61c9489767986e7b7a145dd7020ad2fd62

Observation 161208ec-569f-447b-9c67-8f70bd6ee55b · outbound

This paper cites AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials.

Gym-Anything: Turn any Software into an Agent Environment AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:45:50.590776Z

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=2026-05-10T19:34:42.621666Z digest=sha256:8d1bcac696f2d13974fd18a18daba63878abc16867d847376fa0c21fa3f619b7

Observation 8cc6c096-be32-45b2-a4f2-a17ad21581e6 · outbound

This paper cites Stronger models are not always stronger teachers for instruction tuning.

Gym-Anything: Turn any Software into an Agent Environment Stronger models are not always stronger teachers for instruction tuning

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.226227Z

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=2026-05-10T19:34:42.621666Z digest=sha256:90f8debcb83a62add4f0ce2d731bc591d0c1373f48d8c4917072de4603ab8127

Observation 800796aa-a183-455e-8a59-ecf0decb4dd8 · outbound

This paper cites Qwen3 technical report.

Gym-Anything: Turn any Software into an Agent Environment Qwen3 technical report

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.359145Z

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=2026-05-10T19:34:42.621666Z digest=sha256:cdc3781ffcc34eccce29f57dc5fd68657d506ab9f8c24cd0ae5bdc84b4e2b597

Observation 0bc59294-3d25-4fee-8df6-4ebc7c5823c9 · outbound

This paper cites Holodeck: Language guided generation of 3d embodied ai environments.

Gym-Anything: Turn any Software into an Agent Environment Holodeck: Language guided generation of 3d embodied ai environments

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.355986Z

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=2026-05-10T19:34:42.621666Z digest=sha256:39067bafcccb55a6e903752da6a405dd17a2e62d0b83599a321686ce5a2cb9a0

Observation e833681e-f607-4ddc-814b-b129633f598d · outbound

This paper cites Autoenv: Automated environments for measuring cross-environment agent learning.

Gym-Anything: Turn any Software into an Agent Environment Autoenv: Automated environments for measuring cross-environment agent learning

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.369406Z

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=2026-05-10T19:34:42.621666Z digest=sha256:64860f6388631b0248a16e11919640ede6695a894182c4d742730f82cfb5748e

Observation 3cb057c5-68c5-4958-b690-539861aab354 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Gym-Anything: Turn any Software into an Agent Environment Xing, Hao Zhang, Joseph E

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.243848Z

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=2026-05-10T19:34:42.621666Z digest=sha256:565f2657a3ffb5d2217fb930ec8cfa24d41ffbd344deabee1917f85d70f8203c

Observation 97d11ec6-3171-4003-bd94-9bef139e28c0 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

Gym-Anything: Turn any Software into an Agent Environment WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 62

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:45:50.582345Z

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=2026-05-10T19:34:42.621666Z digest=sha256:36eadd66c3c1895861a54bcc03f2fb85a05988b9b7811eb323742aa0040d6f37

Observation 76fd91a8-e251-447e-ab7e-cb3e8a45a498 · outbound

This paper cites Proposer-agent-evaluator(pae): Autonomous skill discovery for foundation model internet agents.

Gym-Anything: Turn any Software into an Agent Environment Proposer-agent-evaluator(pae): Autonomous skill discovery for foundation model internet agents

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.293816Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f816b8ec387e26c1e436ee137c8aded889dbd2b6145d9e952bec162d15f7cf06

Observation 136e0804-1cee-4a53-941e-a93fe404ec55 · outbound

This paper cites Training versatile coding agents in synthetic environments.

Gym-Anything: Turn any Software into an Agent Environment Training versatile coding agents in synthetic environments

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.300178Z

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=2026-05-10T19:34:42.621666Z digest=sha256:779ea599bba29068b27cc9c41ebe4aadcf0e2f3ec31c7e6cd943d574461a5350

Observation cf1501b3-1b2e-4541-9257-fa2bc389a3c3 · outbound

This paper cites Agent-as-a-judge: Evaluate agents with agents.

Gym-Anything: Turn any Software into an Agent Environment Agent-as-a-judge: Evaluate agents with agents

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.203268Z

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=2026-05-10T19:34:42.621666Z digest=sha256:720e86978bc66e3fd41f2e3667f5bdf3ed2500b79db1ed0c0cd5817167a92673

Observation 0d69e4ef-5a66-4ff3-8d0e-9562c917755b · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.286363Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7ecab98fa79f8707deca3965cbe40ed7149cdbfd0d9b25068b9e391f191adb48

Observation 6c40fa9c-4a5d-4930-b80f-1f148b53ddbd · outbound

This paper cites What software categories does each occupation use?.

Gym-Anything: Turn any Software into an Agent Environment What software categories does each occupation use?

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.348078Z

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=2026-05-10T19:34:42.621666Z digest=sha256:c25d3c073c6864a3108d7600dd3aba8d966199d2cfc666da8fb764dd33ede66b

Observation 8fb67180-f7c1-4056-8fae-9ba42e8d1033 · outbound

This paper cites Returns{passed, score, feedback}.

Gym-Anything: Turn any Software into an Agent Environment Returns{passed, score, feedback}

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.401865Z

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=2026-05-10T19:34:42.621666Z digest=sha256:312dc442d5c06878061b27e8867ddd550c77c4d6239adde453ec5b1c855c5fe9

Observation a3113901-a3b0-4eab-8d63-cf230f5166c2 · outbound

This paper cites envs/libreoffice_calc/env.json.

Gym-Anything: Turn any Software into an Agent Environment envs/libreoffice_calc/env.json

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.432817Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f02ab835ddd6861ff83153c92fe8a55243ecc812e58accc12aa5c1fe7544ec5e

Observation 16c083d9-21cc-4dde-8174-718c150320ce · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.256265Z

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=2026-05-10T19:34:42.621666Z digest=sha256:d4c3bd04d441c9c845eec2a185373568c51ed57ffd9e5e9033b4a7de25248ba1

Observation 91dff05a-b480-400f-99be-5e2ad6bdb1ba · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.378298Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7766b29b5a0f9b0cac58372966c10d25de6eda33fdaa5821ee82d6de49e2fdf0

Observation 9862c3cb-d7bc-476f-bb1a-5c2f83dfea68 · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.348498Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f73587fdac27614f79d580731b7edd65a95c06fa964179f75fb04c64d9c18501

Observation d0d63eda-14ec-4b7b-885a-43eb7350b349 · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.441085Z

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=2026-05-10T19:34:42.621666Z digest=sha256:fe52aecb981875249958c5d86362ce3d8b52cbd6f7c117d7e94e6d67fe40cd2b

Observation 45387c91-e87b-42aa-bd35-5b6d9f2353b5 · outbound

This paper cites {task_id}.

Gym-Anything: Turn any Software into an Agent Environment {task_id}

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.396427Z

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=2026-05-10T19:34:42.621666Z digest=sha256:dfb559bbc946a7ff56bcafcdb1a5558a668f8607b34a14460e7edb1ec429bf69

Observation 6da24d16-8e40-4a57-bb4b-457ca9a0d8b7 · outbound

This paper cites Items should be ordered from earliest to latest.

Gym-Anything: Turn any Software into an Agent Environment Items should be ordered from earliest to latest

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.297675Z

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=2026-05-10T19:34:42.621666Z digest=sha256:937439d78232b9e56bcd749162147949ffbd7cf10312f4e07a276bec4c577821

Observation fbdecef7-827a-4e94-9d6a-c3d99d5cc35f · outbound

This paper cites privileged_info_for_vlm.

Gym-Anything: Turn any Software into an Agent Environment privileged_info_for_vlm

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.309098Z

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=2026-05-10T19:34:42.621666Z digest=sha256:c464b2455859d3478f28cd500a89d7526f5f8d3dfec5ed15924a66c772b8c5c4

Observation 1f2f6003-224f-47b6-9913-535299e3ab25 · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.278261Z

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=2026-05-10T19:34:42.621666Z digest=sha256:8963c603480513d91aa98f7b530ddfa09584551fc8fcf0720aba5ea5817a0d5a

Observation b9bd28da-536c-45fe-b245-c73676dc184b · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.222551Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f0ab773304d85a2385aed7195468f1e251f7bba56c8b47e277d2e135493ceee4

Observation c7ec92ef-f41f-4ab7-a726-8e5cd91855f1 · outbound

This paper cites What’s New in Ladybug.

Gym-Anything: Turn any Software into an Agent Environment What’s New in Ladybug

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.304389Z

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=2026-05-10T19:34:42.621666Z digest=sha256:f0fddba8fb7182040d7e4ab3da8039f2ac8cdcbc311198d500703045385b6f9e

Observation 4418bef0-707d-405d-8f4b-803a995abe58 · outbound

This paper cites identify top talkers.

Gym-Anything: Turn any Software into an Agent Environment identify top talkers

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.290180Z

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=2026-05-10T19:34:42.621666Z digest=sha256:00d6d68ae47186b978e2dfe80d043894d8c47e4ccc8e4420ce9ee2c511d8be3e

Observation 223df659-2b44-407b-8d60-716d9b6dd376 · outbound

This paper cites 3.http.cap with 43 packetsmakes protocol hierarchy trivially readable.

Gym-Anything: Turn any Software into an Agent Environment 3.http.cap with 43 packetsmakes protocol hierarchy trivially readable

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.411600Z

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=2026-05-10T19:34:42.621666Z digest=sha256:de328906eca7736bcd8c7ae671b1fae96883aa09a52b67b1981f91de45ede33a

Observation d3e7126d-e010-40f9-bf6d-3de2a7f65f26 · outbound

This paper cites complete at least the first few practice trials by pressing the left or right arrow key to indicate the direction of the center arrow.

Gym-Anything: Turn any Software into an Agent Environment complete at least the first few practice trials by pressing the left or right arrow key to indicate the direction of the center arrow

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.437120Z

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=2026-05-10T19:34:42.621666Z digest=sha256:e78c67c18f9547505d8c49d7e9e71c78d9213fdb2f654e97383d0680ddd5c352

Observation b360ce16-0fb5-4623-9230-0e0e43ffb0d3 · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.471915Z

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=2026-05-10T19:34:42.621666Z digest=sha256:7708540cd68a32810eba09b4498431a6a780569fe1d30be6ffa7e9e8d0945165

Observation fb2c1c11-4363-4dcb-8744-ba1a18683921 · outbound

This paper cites an unresolved cited work.

Gym-Anything: Turn any Software into an Agent Environment Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:40:37.339871Z

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=2026-05-10T19:34:42.621666Z digest=sha256:c669e9dbff808946efd8f411ba25328f759d50e43ed5e0747dca390c58ffd95d

Observation 261cf8a2-9c3b-413c-9b27-2eb9f7b50722 · outbound

This paper cites so simple trickery of making it artificially knowledge intensive or fact based wouldn’t help.

Gym-Anything: Turn any Software into an Agent Environment so simple trickery of making it artificially knowledge intensive or fact based wouldn’t help

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.416680Z

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=2026-05-10T19:34:42.621666Z digest=sha256:3a77b7781c4663d54dc7f5b7a6e4a6774d2d9ddf8c2e0cb71eef8b3bac56173f

Observation 58cb763f-545d-467a-a6d7-a16173908f2f · outbound

This paper cites For instance, we can chain 100s of different subtasks, and that would naturally make it extremely time taking and an agent will likely fail.

Gym-Anything: Turn any Software into an Agent Environment For instance, we can chain 100s of different subtasks, and that would naturally make it extremely time taking and an agent will likely fail

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.317285Z

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=2026-05-10T19:34:42.621666Z digest=sha256:e13f133969bfc5749d8ce4784c03ed9201ca717d0007b1fdb1151e25126d98f7

Observation 1fc08442-e56e-4899-9e7c-84ba7ee958df · outbound

This paper cites The task should really stress test the agent’s ability to plan and execute over a long horizon.

Gym-Anything: Turn any Software into an Agent Environment The task should really stress test the agent’s ability to plan and execute over a long horizon

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.360593Z

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=2026-05-10T19:34:42.621666Z digest=sha256:90b46d80f7992229fd3e49b29bb352f33b023a67170d8003c8f885328e041b8f

Observation 73722f3f-ed65-40e0-9829-59970a87e53a · outbound

This paper cites For instance, tasks like make a good presentation is subjective, because definition of “good” is unclear.

Gym-Anything: Turn any Software into an Agent Environment For instance, tasks like make a good presentation is subjective, because definition of “good” is unclear

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.331182Z

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=2026-05-10T19:34:42.621666Z digest=sha256:c706ec45a78d90ea4e17cec01f923bef0e80dd9d434f2eae08ee032829da8beb

Observation ee5b6e5f-d3cb-4660-958d-8ad44ec8d221 · outbound

This paper cites Ask this question, if a person was given this task, would they be using this software? if not, that implies its a bad task, since it is not software-relevant.

Gym-Anything: Turn any Software into an Agent Environment Ask this question, if a person was given this task, would they be using this software? if not, that implies its a bad task, since it is not software-relevant

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.302330Z

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=2026-05-10T19:34:42.621666Z digest=sha256:1faacb03d19911f7b44ead0aeb9bc87c400cbe0aa5288dac814b701dc7ae26c6

Observation 1d1c7977-4d0d-49ab-9981-ad96c497e1b5 · outbound

This paper cites verified.

Gym-Anything: Turn any Software into an Agent Environment verified

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:40:37.421174Z

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=2026-05-10T19:34:42.621666Z digest=sha256:0e63489a995f744ac81c988988c7a90cc89bca731be5db1a0045e6cec92e762c

Pith citing papers

Observation 5fe59590-fc80-49eb-af90-029dde06ee53 · inbound

Securing Computer-Use Agents: A Unified Architecture-Lifecycle Framework for Deployment-Grounded Reliability cites this paper.

Securing Computer-Use Agents: A Unified Architecture-Lifecycle Framework for Deployment-Grounded Reliability Gym-Anything: Turn any Software into an Agent Environment

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-05-11T04:35:56.642982Z

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=2026-05-11T01:15:19.239355Z digest=sha256:2a32be26b224ccd2027a3c39dbbe074bb810b86ab967532cbb6bca897a3b8663

Observation 3514e797-ebd6-47c9-93a6-b31d51f9c588 · inbound

ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents cites this paper.

ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents Gym-Anything: Turn any Software into an Agent Environment

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-20T17:58:49.649050Z

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=2026-05-20T17:56:58.838109Z digest=sha256:7c44b292ddd1600c72ce0a42d3e4d6991495e4c2f94ef4dda61ebe08c9ae1ff0

Observation a0647c0d-5acd-4c1f-a9d4-e0a3580d4747 · inbound

OpenComputer: Verifiable Software Worlds for Computer-Use Agents cites this paper.

OpenComputer: Verifiable Software Worlds for Computer-Use Agents Gym-Anything: Turn any Software into an Agent Environment

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-20T06:33:05.786103Z

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=2026-05-20T06:28:35.564810Z digest=sha256:d9e863d53ddf4a9a812c2e181a72523f425d0ce327c00c08cd0649fea2ef0533

Observation 5366bd15-c822-498a-b769-7766d7cf1a4e · inbound

CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents cites this paper.

CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents Gym-Anything: Turn any Software into an Agent Environment

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-06-29T21:43:59.188253Z

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=2026-06-29T21:40:36.033696Z digest=sha256:85182fb11a65c0d7dbfcce55d577307ac66af5d0d3c61635fadeeab850c53c0b

Observation 4958db32-f347-4515-bca7-93b5078eb402 · inbound

Claw-Anything: Benchmarking Always-On Personal Assistants with Broader Access to User's Digital World cites this paper.

Claw-Anything: Benchmarking Always-On Personal Assistants with Broader Access to User's Digital World Gym-Anything: Turn any Software into an Agent Environment

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-06-29T21:33:58.810863Z

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=2026-06-29T21:32:41.282694Z digest=sha256:c0ddb844687ef26c5220740d379864752389a601515eecbd7cd2a2138cefd329

Observation ef96c5a8-a16a-40fc-92e5-d465eed31490 · inbound

Multi-Agent Computer Use cites this paper.

Multi-Agent Computer Use Gym-Anything: Turn any Software into an Agent Environment

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-07-02T01:06:25.096457Z

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=2026-06-28T12:28:23.880150Z digest=sha256:9f2efeb0ffe47cd05443a776050b96fa24f2d42064e7cfbb463c57550208e5dd

Observation d8cfd8b1-1faa-4af4-befe-706c3b5a1cd2 · inbound

VISUALSKILL: Multimodal Skills for Computer-Use Agents cites this paper.

VISUALSKILL: Multimodal Skills for Computer-Use Agents Gym-Anything: Turn any Software into an Agent Environment

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-07-03T21:28:58.594247Z

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=2026-06-27T00:35:02.162386Z digest=sha256:aa202234513c0019731fdf4c14f3119f4585a71dbafbf27ded7c6c7af0c38946

Observation 6bb7fddf-f451-465f-bc2d-5ec090ac454a · inbound

PhoneBuddy: Training Open Models for Agentic Phone Use cites this paper.

PhoneBuddy: Training Open Models for Agentic Phone Use Gym-Anything: Turn any Software into an Agent Environment

Reference 44

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T10:59:46.559632Z

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=2026-06-26T08:15:49.428124Z digest=sha256:1a2963f7ebc11f1359c72df4feb8d315cff00d2f6c535e692892d3ece6521d30

Observation 3a245af3-fe9d-4d63-909e-5007aaa487cc · inbound

SearchEyes: Towards Frontier Multimodal Deep Search Intelligence via Search World Simulation cites this paper.

SearchEyes: Towards Frontier Multimodal Deep Search Intelligence via Search World Simulation Gym-Anything: Turn any Software into an Agent Environment

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-07-08T20:05:34.042978Z

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=2026-07-08T20:04:30.942032Z digest=sha256:2a2759a6f900356a11567dabf8493eea6506c1b33395f335d5a67de1237784de

Observation a1da227e-1749-4790-8b43-39c31b965e5a · inbound

SeekJudge: A Practical Reward Framework for Reinforcement Learning in Computer-Use Agents cites this paper.

SeekJudge: A Practical Reward Framework for Reinforcement Learning in Computer-Use Agents Gym-Anything: Turn any Software into an Agent Environment

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-31T23:58:28.824118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T23:58:28.824118Z digest=sha256:da26bd266b17f6c777c6bf02185e9b6c29aac2820ef4d17689e897ff2928fb3a

Observation dad33717-ee1b-4e73-9c3e-6c070d8b1ead · inbound

Echoverse: Deep, Evolving Environments for Training Computer-Use Agents at Scale cites this paper.

Echoverse: Deep, Evolving Environments for Training Computer-Use Agents at Scale Gym-Anything: Turn any Software into an Agent Environment

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-31T18:39:43.945347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T18:39:43.945347Z digest=sha256:4ccbd577037a6d4f772c9fd665b78ebfd2c4ce1368773a9a3201f0ad10d90ec6