Paper Citation Record · LEDGER

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale

As of 6 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2510.16252.

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

pith.paper-citation-record.v1
2510.16252 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T20:36:01.346717Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T13:40:55.540869Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T13:45:28.624902Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy12
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52a03d22-55b7-475e-bfde-8dd19d20913c · outbound

This paper cites An Empathy-Based Sandbox Approach to Bridge the Privacy Gap among Attitudes, Goals, Knowledge, and Behaviors.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale An Empathy-Based Sandbox Approach to Bridge the Privacy Gap among Attitudes, Goals, Knowledge, and Behaviors

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.235247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0ef226a0-fd76-4256-9e79-c5a5e626e411 · outbound

This paper cites an unresolved cited work.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-21T20:45:36.241717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5c162f66-0b87-40ec-96a3-d2b5472a4bd4 · outbound

This paper cites Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, and Aleksandra Faust.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, and Aleksandra Faust

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.250025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ab9668c7-5ea0-4728-bef4-a7f779dd0f37 · outbound

This paper cites WebV oyager: Building an End-to-End Web Agent with Large Multimodal Models, June 2024.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale WebV oyager: Building an End-to-End Web Agent with Large Multimodal Models, June 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.239831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8c847310-260e-4c94-9311-93434ac0ae04 · outbound

This paper cites Prompting is Not All You Need! Evaluating LLM Agent Simulation Methodologies with Real-World Online Customer Behavior Data, June 2025.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale Prompting is Not All You Need! Evaluating LLM Agent Simulation Methodologies with Real-World Online Customer Behavior Data, June 2025

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.237547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6ec08ade-0641-4ed2-b615-38c22a627f47 · outbound

This paper cites UXAgent: An LLM Agent-Based Usability Testing Framework for Web Design, February 2025.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale UXAgent: An LLM Agent-Based Usability Testing Framework for Web Design, February 2025

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.245773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ea26e9f4-399c-4456-80ae-8d049465072d · outbound

This paper cites WILBUR: Adaptive In-Context Learning for Robust and Accurate Web Agents, April 2024.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale WILBUR: Adaptive In-Context Learning for Robust and Accurate Web Agents, April 2024

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.224110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d9b7f0d3-5114-4622-b58a-ecc1d08903e5 · outbound

This paper cites LASER: LLM Agent with State-Space Exploration for Web Navigation, February 2024.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale LASER: LLM Agent with State-Space Exploration for Web Navigation, February 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.248077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6dddde0b-5d03-43ae-831c-4ac124a51743 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback, June 2022.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale WebGPT: Browser-assisted question-answering with human feedback, June 2022

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.243751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15f182c5-affe-4ee4-97a3-d61af11eed6a · outbound

This paper cites WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning, January 2025.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning, January 2025

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.228647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5ca3f6bd-848b-4f86-8977-8c4999da3651 · outbound

This paper cites an unresolved cited work.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-21T20:45:36.221957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3d2e0e18-1d3a-48ad-8bb0-118dd7598c36 · outbound

This paper cites WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning, May 2025.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning, May 2025

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.226284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9299c881-1ecd-4ee1-9ae0-67dd780c552a · outbound

This paper cites Narasimhan.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale Narasimhan

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.232744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4bc4f24e-d4de-4909-8c50-2040ea060980 · outbound

This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.

WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T20:45:36.230882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 3cf920b9-2ddf-41c6-84ba-84a4a49ac229 · inbound

RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management cites this paper.

RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management WEBSERV: A Full-Stack and RL-Ready Web Environment for Training Web Agents at Scale

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:04:14.857103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.