Paper Citation Record · LEDGER

InSTA: Towards Internet-Scale Training For Agents

As of 9 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 10 inbound Pith citation observations for arXiv:2502.06776.

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

pith.paper-citation-record.v1
2502.06776 v2

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:24:50.484160Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

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

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:27:50.165917Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

58 of 58 outbound references displayed

verified exact0
verified fuzzy5
unresolved53
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation ee2d6038-0004-403e-9fdb-8f90a9517aaf · outbound

This paper cites write newline.

InSTA: Towards Internet-Scale Training For Agents write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.283326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 073770c8-88c3-430a-9ebf-4f4815ffca7a · outbound

This paper cites @esa (Ref.

InSTA: Towards Internet-Scale Training For Agents @esa (Ref

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.288008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d92b4c8b-a731-4d17-a5b4-2f3b2d85bdbd · outbound

This paper cites an unresolved cited work.

InSTA: Towards Internet-Scale Training For Agents Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.291843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92af65ee-1f28-4220-95d4-5948aafd16dc · outbound

This paper cites an unresolved cited work.

InSTA: Towards Internet-Scale Training For Agents Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:24:51.337301Z

Source-reported events for the cited work

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

Observation f3921423-24e3-4645-b9ce-40b36b05b58a · outbound

This paper cites Language models as agent models.

InSTA: Towards Internet-Scale Training For Agents Language models as agent models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.298819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbe027e7-122d-42f4-b87a-3849bd3aa532 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

InSTA: Towards Internet-Scale Training For Agents Graph of thoughts: Solving elaborate problems with large language models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.302297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfde26e3-8a15-42c2-bd97-d056ffa81aa4 · outbound

This paper cites Language Models are Few-Shot Learners.

InSTA: Towards Internet-Scale Training For Agents Language Models are Few-Shot Learners

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.305890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0305d162-35a3-4e8b-871f-307ab708f6e6 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

InSTA: Towards Internet-Scale Training For Agents Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.309685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f718996a-ad8b-406c-8ffd-65ecf8b4eb47 · outbound

This paper cites FireAct: Toward Language Agent Fine-tuning.

InSTA: Towards Internet-Scale Training For Agents FireAct: Toward Language Agent Fine-tuning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.313595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c110ffad-3e6e-48ed-8d41-623f533a19cd · outbound

This paper cites The BrowserGym Ecosystem for Web Agent Research.

InSTA: Towards Internet-Scale Training For Agents The BrowserGym Ecosystem for Web Agent Research

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.317546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ac9c8c2-f6e7-4864-9f17-db73edb8daa0 · outbound

This paper cites Mind2Web: Towards a Generalist Agent for the Web.

InSTA: Towards Internet-Scale Training For Agents Mind2Web: Towards a Generalist Agent for the Web

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.321613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e458e21-9821-4ed6-abe6-1515b6d431c2 · outbound

This paper cites Better Synthetic Data by Retrieving and Transforming Existing Datasets.

InSTA: Towards Internet-Scale Training For Agents Better Synthetic Data by Retrieving and Transforming Existing Datasets

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.325236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b76ffa0c-df13-42a3-8686-41db08222d2d · outbound

This paper cites The Llama 3 Herd of Models.

InSTA: Towards Internet-Scale Training For Agents The Llama 3 Herd of Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.328784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a45155b-e0ad-4d65-a8ba-9af526c8c928 · outbound

This paper cites W eb V oyager: Building an end-to-end web agent with large multimodal models.

InSTA: Towards Internet-Scale Training For Agents W eb V oyager: Building an end-to-end web agent with large multimodal models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.332092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4a373ce-8807-43ad-8fc8-84f984a0d932 · outbound

This paper cites CogAgent: A Visual Language Model for GUI Agents.

InSTA: Towards Internet-Scale Training For Agents CogAgent: A Visual Language Model for GUI Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.335297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ec5b2f6-a62a-446a-b3fa-fcddc1de3ada · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

InSTA: Towards Internet-Scale Training For Agents Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.338817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb1cf1c8-3ec2-44c5-8a62-5c49dd361be3 · outbound

This paper cites VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks.

InSTA: Towards Internet-Scale Training For Agents VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.342376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0ff1980-b081-4620-a325-683c051163b1 · outbound

This paper cites Tree search for language model agents, 2024 b.

InSTA: Towards Internet-Scale Training For Agents Tree search for language model agents, 2024 b

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.345982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7749ecf6-5cff-41c9-a5e2-29246ca3984c · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

InSTA: Towards Internet-Scale Training For Agents Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.349153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dade60d-eb87-49f7-b28b-630132912a4c · outbound

This paper cites RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback.

InSTA: Towards Internet-Scale Training For Agents RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.352547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 958df537-a72c-4b84-9e31-a83b5e9c13de · outbound

This paper cites From generation to judgment: Opportunities and challenges of llm-as-a-judge.

InSTA: Towards Internet-Scale Training For Agents From generation to judgment: Opportunities and challenges of llm-as-a-judge

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.355887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbf8049c-5d5b-4b04-ac59-83bd09176a9c · outbound

This paper cites VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding?.

InSTA: Towards Internet-Scale Training For Agents VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.359070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 987e6e94-0ef5-4376-b55a-a3221f83c769 · outbound

This paper cites Weblinx: Real-world website navigation with multi-turn dialogue, 2024.

InSTA: Towards Internet-Scale Training For Agents Weblinx: Real-world website navigation with multi-turn dialogue, 2024

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.362660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8188a3af-9600-4974-92aa-d068b7e3e320 · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

InSTA: Towards Internet-Scale Training For Agents Self-refine: Iterative refinement with self-feedback

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.366344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2886aef-e7e6-4380-a9f6-3128d5b9fb03 · outbound

This paper cites Playwright.

InSTA: Towards Internet-Scale Training For Agents Playwright

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:24:51.319624Z

Source-reported events for the cited work

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

Observation c6b20d75-769c-4c46-a53b-29305c4a39d9 · outbound

This paper cites AgentInstruct: Toward Generative Teaching with Agentic Flows.

InSTA: Towards Internet-Scale Training For Agents AgentInstruct: Toward Generative Teaching with Agentic Flows

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.373086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f3e2a0f-c667-495f-8232-719fab758aa1 · outbound

This paper cites NNetNav: Unsupervised Learning of Browser Agents Through Environment Interaction in the Wild.

InSTA: Towards Internet-Scale Training For Agents NNetNav: Unsupervised Learning of Browser Agents Through Environment Interaction in the Wild

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.376394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0678889-2d91-4977-9eb7-b206f822a189 · outbound

This paper cites Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale.

InSTA: Towards Internet-Scale Training For Agents Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.379591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7bc3b97-9d02-4cb0-a086-90a438797921 · outbound

This paper cites an unresolved cited work.

InSTA: Towards Internet-Scale Training For Agents Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:24:51.308230Z

Source-reported events for the cited work

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

Observation 0a7fb9ba-df97-4fc1-9ade-367acd1a7d3a · outbound

This paper cites Large Language Models Can Self-Improve At Web Agent Tasks.

InSTA: Towards Internet-Scale Training For Agents Large Language Models Can Self-Improve At Web Agent Tasks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.385849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da1d925a-a9bc-4dc7-84a9-52a65ff6659e · outbound

This paper cites REFINER : Reasoning feedback on intermediate representations.

InSTA: Towards Internet-Scale Training For Agents REFINER : Reasoning feedback on intermediate representations

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:24:51.297090Z

Source-reported events for the cited work

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

Observation 34ab8fa1-d648-4230-803b-51f16d13253b · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.

InSTA: Towards Internet-Scale Training For Agents Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.392087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aefd61b-c7af-4b15-8c25-9615a88aa8b0 · outbound

This paper cites Language models are unsupervised multitask learners, 2019.

InSTA: Towards Internet-Scale Training For Agents Language models are unsupervised multitask learners, 2019

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:24:51.285581Z

Source-reported events for the cited work

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

Observation 96067855-455f-4833-a61d-1ab51bf68fb0 · outbound

This paper cites Android in the Wild: A Large-Scale Dataset for Android Device Control.

InSTA: Towards Internet-Scale Training For Agents Android in the Wild: A Large-Scale Dataset for Android Device Control

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.399754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3f733c7-5748-4101-aabc-2baffffc950e · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

InSTA: Towards Internet-Scale Training For Agents Toolformer: Language models can teach themselves to use tools

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.403052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0206bbf1-b54a-4626-bcb5-a65cff803769 · outbound

This paper cites RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold.

InSTA: Towards Internet-Scale Training For Agents RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.406158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17a875e4-7a63-453b-a9c5-d12662c1baf5 · outbound

This paper cites ScribeAgent: Towards Specialized Web Agents Using Production-Scale Workflow Data.

InSTA: Towards Internet-Scale Training For Agents ScribeAgent: Towards Specialized Web Agents Using Production-Scale Workflow Data

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.409647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a806af7-f919-47b1-bf23-6c8b369eeed3 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

InSTA: Towards Internet-Scale Training For Agents Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.413143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c808863-c9dd-4d0d-b6e7-358c2c4dc874 · outbound

This paper cites Fast best-of-n decoding via speculative rejection.

InSTA: Towards Internet-Scale Training For Agents Fast best-of-n decoding via speculative rejection

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.416715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8338de25-381f-4e0e-9505-09ee70966e48 · outbound

This paper cites Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data.

InSTA: Towards Internet-Scale Training For Agents Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.420177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da041530-0d95-4601-be8a-97927d1ea3e8 · outbound

This paper cites Common crawl, 2025.

InSTA: Towards Internet-Scale Training For Agents Common crawl, 2025

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:24:51.262720Z

Source-reported events for the cited work

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

Observation ea94054e-d6a4-4c35-a502-8de8f602f350 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

InSTA: Towards Internet-Scale Training For Agents LLaMA: Open and Efficient Foundation Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.428386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a3f1095-6f52-4036-bae6-8e4e41e07a58 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

InSTA: Towards Internet-Scale Training For Agents Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.432100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0d07af5-0d1b-4b56-9522-de72f1c5921c · outbound

This paper cites Effective data augmentation with diffusion models.

InSTA: Towards Internet-Scale Training For Agents Effective data augmentation with diffusion models

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:24:51.251327Z

Source-reported events for the cited work

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

Observation e2581515-9656-4d94-8da8-fefae582a480 · outbound

This paper cites LLMs Still Can't Plan; Can LRMs? A Preliminary Evaluation of OpenAI's o1 on PlanBench.

InSTA: Towards Internet-Scale Training For Agents LLMs Still Can't Plan; Can LRMs? A Preliminary Evaluation of OpenAI's o1 on PlanBench

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.439003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea5f47ac-2bc3-41b6-b0a4-1ba017f59dd5 · outbound

This paper cites A survey on large language model based autonomous agents.

InSTA: Towards Internet-Scale Training For Agents A survey on large language model based autonomous agents

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.442840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b8baf50-50fc-4489-ac81-7eccc8655f94 · outbound

This paper cites Large Multimodal Agents: A Survey.

InSTA: Towards Internet-Scale Training For Agents Large Multimodal Agents: A Survey

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.446116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2c28686-933b-49a4-ad6b-4da85fece042 · outbound

This paper cites An illusion of progress? assessing the current state of web agents.

InSTA: Towards Internet-Scale Training For Agents An illusion of progress? assessing the current state of web agents

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.449690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ef471f-fea3-455e-ad14-3d8b99bed1b8 · outbound

This paper cites WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents.

InSTA: Towards Internet-Scale Training For Agents WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.453058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acbe7994-16b6-4212-8d0f-8f4c6a3e901b · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

InSTA: Towards Internet-Scale Training For Agents Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.456513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2510f647-cff4-4bc5-b7cb-2071f36393f2 · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

InSTA: Towards Internet-Scale Training For Agents TextGrad: Automatic "Differentiation" via Text

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.460002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97aee2eb-ff82-439a-8d43-3c209c1b7716 · outbound

This paper cites AgentTuning: Enabling Generalized Agent Abilities for LLMs.

InSTA: Towards Internet-Scale Training For Agents AgentTuning: Enabling Generalized Agent Abilities for LLMs

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.463527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d2010d8-6618-476a-9996-5423180fbf08 · outbound

This paper cites AppAgent: Multimodal Agents as Smartphone Users.

InSTA: Towards Internet-Scale Training For Agents AppAgent: Multimodal Agents as Smartphone Users

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.466991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcceb7ae-022a-48ce-9579-cae963cd1bde · outbound

This paper cites Generative Verifiers: Reward Modeling as Next-Token Prediction.

InSTA: Towards Internet-Scale Training For Agents Generative Verifiers: Reward Modeling as Next-Token Prediction

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.470275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb46c824-8ea4-407c-b44e-585b13b8234f · outbound

This paper cites Evaluation of openai o1: Opportunities and challenges of agi, 2024.

InSTA: Towards Internet-Scale Training For Agents Evaluation of openai o1: Opportunities and challenges of agi, 2024

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.473513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07220155-d6cb-4580-83c9-87aaf38fee44 · outbound

This paper cites Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models.

InSTA: Towards Internet-Scale Training For Agents Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.477162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cd18ca5-7ec3-4e6a-b14c-98211eedf41f · outbound

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

InSTA: Towards Internet-Scale Training For Agents WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.480712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a5421f1-b069-40e7-97eb-1429e6bd533f · outbound

This paper cites Proposer-Agent-Evaluator(PAE): Autonomous Skill Discovery For Foundation Model Internet Agents.

InSTA: Towards Internet-Scale Training For Agents Proposer-Agent-Evaluator(PAE): Autonomous Skill Discovery For Foundation Model Internet Agents

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-08T14:24:50.484160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1d96973f-8934-484e-96ed-85db71ef9fe8 · inbound

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction cites this paper.

Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction InSTA: Towards Internet-Scale Training For Agents

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T05:27:50.165917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fddaf0a7-6b40-4a6c-b57c-0dda691a378f · inbound

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

DynaWeb: Model-Based Reinforcement Learning of Web Agents InSTA: Towards Internet-Scale Training For Agents

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:37:41.519723Z

Source-reported events for the cited work

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

Observation 5db362cc-0231-4528-b70f-51b39367709a · inbound

WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents cites this paper.

WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents InSTA: Towards Internet-Scale Training For Agents

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:50:10.672001Z

Source-reported events for the cited work

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

Observation bc2c3cb3-33df-4191-9876-ed6ec68585d6 · inbound

ContractSkill: Repairable Contract-Based Skills for Multimodal Web Agents cites this paper.

ContractSkill: Repairable Contract-Based Skills for Multimodal Web Agents InSTA: Towards Internet-Scale Training For Agents

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:59:52.986286Z

Source-reported events for the cited work

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

Observation 3bd86329-3690-40a8-a34f-0320088f0b4b · inbound

Weblica: Scalable and Reproducible Training Environments for Visual Web Agents cites this paper.

Weblica: Scalable and Reproducible Training Environments for Visual Web Agents InSTA: Towards Internet-Scale Training For Agents

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:25:56.929155Z

Source-reported events for the cited work

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

Observation 262c0d22-9ae3-4eaf-a79f-acb7ffbdded2 · 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 InSTA: Towards Internet-Scale Training For Agents

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:06:16.466449Z

Source-reported events for the cited work

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

Observation c0103017-b7e6-426a-ae5a-27cdef8b4150 · inbound

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application cites this paper.

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application InSTA: Towards Internet-Scale Training For Agents

Reference 267

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T10:58:02.991562Z

Source-reported events for the cited work

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

Observation 0ab252e1-a260-40eb-ac04-73dc2918661a · inbound

ProCUA-SFT Technical Report cites this paper.

ProCUA-SFT Technical Report InSTA: Towards Internet-Scale Training For Agents

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T18:08:46.699111Z

Source-reported events for the cited work

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

Observation 47e1d398-e6d2-4006-912a-9021323ea636 · 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 InSTA: Towards Internet-Scale Training For Agents

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-07-04T14:29:53.385736Z

Source-reported events for the cited work

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

Observation ae9c1a53-c75c-4d84-82f0-0a7ebaf1b595 · inbound

OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models cites this paper.

OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models InSTA: Towards Internet-Scale Training For Agents

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-31T02:18:01.822251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.