Paper Citation Record · LEDGER

Beyond Syntax: Action Semantics Learning for App Agents

As of 5 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2506.17697.

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

pith.paper-citation-record.v1
2506.17697 v3

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T07:31:33.690689Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact14
verified fuzzy17
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07d46df5-c3ad-4237-9e6b-65635a632ea6 · outbound

This paper cites Camel: Commu- nicative agents for" mind" exploration of large language model society.NeurIPS, 36:51991–52008.

Beyond Syntax: Action Semantics Learning for App Agents Camel: Commu- nicative agents for" mind" exploration of large language model society.NeurIPS, 36:51991–52008

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.643323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fd9f01dd-d766-47f6-a643-946b03742edf · outbound

This paper cites Tora: A tool-integrated reasoning agent for mathematical problem solving.

Beyond Syntax: Action Semantics Learning for App Agents Tora: A tool-integrated reasoning agent for mathematical problem solving

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.624287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 289bb91d-ce81-41aa-8a7f-078c8cc4143b · outbound

This paper cites A review of large language models and autonomous agents in chemistry.Chemical Science.

Beyond Syntax: Action Semantics Learning for App Agents A review of large language models and autonomous agents in chemistry.Chemical Science

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.641299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation be0c0399-53a8-4087-93f2-91d82aa159de · outbound

This paper cites Self-evolving multi-agent collaboration networks for software development.

Beyond Syntax: Action Semantics Learning for App Agents Self-evolving multi-agent collaboration networks for software development

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.661794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fa55ceda-e9c7-4550-85d4-c64db1dea685 · outbound

This paper cites Androidinthewild: A large-scale dataset for android device control.NeurIPS, 36.

Beyond Syntax: Action Semantics Learning for App Agents Androidinthewild: A large-scale dataset for android device control.NeurIPS, 36

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.657134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2c349e69-d9b9-485e-b060-14e5dc78642a · outbound

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

Beyond Syntax: Action Semantics Learning for App Agents AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:32:08.756384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 336fa2fc-e533-4114-a8a4-0d5971d30030 · outbound

This paper cites Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration.

Beyond Syntax: Action Semantics Learning for App Agents Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.753491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fa606721-5759-4a79-8959-d11cae58e30c · outbound

This paper cites DistRL: An Asynchronous Distributed Reinforcement Learning Framework for On-Device Control Agents.

Beyond Syntax: Action Semantics Learning for App Agents DistRL: An Asynchronous Distributed Reinforcement Learning Framework for On-Device Control Agents

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.768556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 560664f2-5171-41c6-91c9-2d8b4e06bbd8 · outbound

This paper cites Spa-bench: A comprehensive benchmark for smartphone agent evaluation.

Beyond Syntax: Action Semantics Learning for App Agents Spa-bench: A comprehensive benchmark for smartphone agent evaluation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.659630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cb5ffc83-6523-44c0-8493-69f4d94d5419 · outbound

This paper cites Lightweight Neural App Control.

Beyond Syntax: Action Semantics Learning for App Agents Lightweight Neural App Control

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.737899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b314e664-fe38-45fc-8682-15458a3aa298 · outbound

This paper cites Appagent: Multimodal agents as smartphone users.

Beyond Syntax: Action Semantics Learning for App Agents Appagent: Multimodal agents as smartphone users

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.651906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 254a7d91-7519-40d7-aba5-e6f0d4b3be98 · outbound

This paper cites On the Effects of Data Scale on UI Control Agents.

Beyond Syntax: Action Semantics Learning for App Agents On the Effects of Data Scale on UI Control Agents

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.732022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 11e07277-07d5-45a8-ae91-360f21b4c219 · outbound

This paper cites Digirl: Training in-the-wild device-control agents with autonomous reinforcement learning.Advances in Neural Information Processing Systems, 37:12461–12495.

Beyond Syntax: Action Semantics Learning for App Agents Digirl: Training in-the-wild device-control agents with autonomous reinforcement learning.Advances in Neural Information Processing Systems, 37:12461–12495

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.654574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 92306ef5-7d40-4a89-9b4d-1ffe74e7c923 · outbound

This paper cites MIT press.

Beyond Syntax: Action Semantics Learning for App Agents MIT press

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.649930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 68e8f1bb-e42b-4366-93bf-99e81b565c3d · outbound

This paper cites Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation.

Beyond Syntax: Action Semantics Learning for App Agents Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.729111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a81a23ca-e5ba-460f-b77b-ae3d7af39032 · outbound

This paper cites InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection.

Beyond Syntax: Action Semantics Learning for App Agents InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.747298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2770fa58-a26c-472d-b1e5-aabceadb56d0 · outbound

This paper cites A path towards autonomous machine intelligence version 0.9.

Beyond Syntax: Action Semantics Learning for App Agents A path towards autonomous machine intelligence version 0.9

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.648102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4f83ab78-444f-4016-9db6-614b7e08e1fe · outbound

This paper cites Understanding world or predicting future? a comprehensive survey of world models.

Beyond Syntax: Action Semantics Learning for App Agents Understanding world or predicting future? a comprehensive survey of world models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.743833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fec2d149-a9ef-4b91-a1b4-e57f7cd248ba · outbound

This paper cites Learning Interactive Real-World Simulators.

Beyond Syntax: Action Semantics Learning for App Agents Learning Interactive Real-World Simulators

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:32:08.740683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 336692a1-eda4-4520-9bc3-b1f0b07728e7 · outbound

This paper cites 3D-VLA: A 3D Vision-Language-Action Generative World Model.

Beyond Syntax: Action Semantics Learning for App Agents 3D-VLA: A 3D Vision-Language-Action Generative World Model

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:32:08.750282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5c24657a-1f1f-40a8-a742-21469979ed69 · outbound

This paper cites RoboDreamer: Learning Compositional World Models for Robot Imagination.

Beyond Syntax: Action Semantics Learning for App Agents RoboDreamer: Learning Compositional World Models for Robot Imagination

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:32:08.759287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 124b3522-7167-4077-bca2-f128391635d6 · outbound

This paper cites Compositional foundation models for hierarchical planning.Advances in Neural Information Processing Systems, 36:22304–22325.

Beyond Syntax: Action Semantics Learning for App Agents Compositional foundation models for hierarchical planning.Advances in Neural Information Processing Systems, 36:22304–22325

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.634723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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

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

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 2026-08-05T06:32:48.257954+00:00.

Observation a577393c-d440-4437-a719-289c6f41b3f3 · outbound

This paper cites A picture is worth a thousand words: Language models plan from pixels.

Beyond Syntax: Action Semantics Learning for App Agents A picture is worth a thousand words: Language models plan from pixels

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.637035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e55c3e53-7389-422e-be53-14063b077fb4 · outbound

This paper cites Simple statistical gradient-following algorithms for connectionist reinforcement learning.Machine learning, 8:229–256.

Beyond Syntax: Action Semantics Learning for App Agents Simple statistical gradient-following algorithms for connectionist reinforcement learning.Machine learning, 8:229–256

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.639087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9085e049-d3e5-44e6-bb98-17e728330be9 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Beyond Syntax: Action Semantics Learning for App Agents WebGPT: Browser-assisted question-answering with human feedback

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:32:08.734852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation eb7f7722-032f-4429-b102-1c5abbfa8ac8 · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744.

Beyond Syntax: Action Semantics Learning for App Agents Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.645806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 84384865-87cd-4157-b8f8-d88727f32f33 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Beyond Syntax: Action Semantics Learning for App Agents Direct preference optimization: Your language model is secretly a reward model

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.628999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4d175ee8-6e68-45ea-abe3-e546d2abd256 · outbound

This paper cites Bert: Pre-training of deep bidi- rectional transformers for language understanding.

Beyond Syntax: Action Semantics Learning for App Agents Bert: Pre-training of deep bidi- rectional transformers for language understanding

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.632713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4fbb17d6-a480-49be-9e68-1b415fd15f0d · outbound

This paper cites AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents.

Beyond Syntax: Action Semantics Learning for App Agents AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:08.762377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 85fe4db0-2803-4220-b45d-76b0ef32474d · outbound

This paper cites Introducing gemini 2.0: our new ai model for the agentic era, December 2024.

Beyond Syntax: Action Semantics Learning for App Agents Introducing gemini 2.0: our new ai model for the agentic era, December 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T07:32:09.626722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.