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Paper Citation Record · LEDGER

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation

As of 18 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 2 inbound Pith citation observations for arXiv:2504.16073.

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

pith.paper-citation-record.v1
2504.16073 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:15:54.274097Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:19:15.171187Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:09:57.382937Z

Reference resolution

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved22
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43f0d282-f6b2-4567-a112-2191684d2250 · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 3

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unresolved
no resolver link, observed 2026-08-16T11:15:54.183215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.183215Z digest=sha256:44f90e52f7569efb15ac82d4b6318e42e5ffa72e7b61bb88a88de8ebdc6645f9

Observation 8c242fea-8214-477d-a145-1c66860bf19d · outbound

This paper cites https://deepmind.google/technologies/ gemini/flash/ Accessed: 2025-02-15.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation https://deepmind.google/technologies/ gemini/flash/ Accessed: 2025-02-15

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:54.641020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:15:54.187285Z digest=sha256:85e0ce4e422918c18065d74bbcec33b08eaf56a18f44b55f72e2834a5f2464c0

Observation a9a35713-2739-4810-bba8-6e7153e234d1 · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2023), 28091–28114.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Advances in Neural Information Processing Systems 36 (2023), 28091–28114

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:54.630183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:15:54.191210Z digest=sha256:d62c8fb0744070bb1700ddef938569bc811d5c0870ea53db85907b196843f866

Observation 0691f283-5808-4d4b-8e0c-e8f3934f18c9 · outbound

This paper cites Grounded Language Agent for Product Search via Intelligent Web Interactions.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Grounded Language Agent for Product Search via Intelligent Web Interactions

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.195518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.195518Z digest=sha256:76506304da4cc2cdd8ee16142da82d82821d157092754189c8771c87da37e4c1

Observation cf7e8d11-e5d4-495d-90a5-5979a76219ef · outbound

This paper cites GPT-4o System Card.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation GPT-4o System Card

Reference 7

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no resolver link, observed 2026-08-16T11:15:54.199716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.199716Z digest=sha256:b9c5f5788abcd7db9a6a7137cc9078f766ebb91badaefc2a0666ebdf309ff673

Observation c465cf99-0f87-487c-b68e-ec35f11a0131 · outbound

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

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks

Reference 8

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no resolver link, observed 2026-08-16T11:15:54.203040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.203040Z digest=sha256:42ebb17845fdfa9a6d1cc2b8718ff2c1c1b7730143347d2ed7b4072069e13ef0

Observation 15fd1776-cae5-4b62-9d4e-8eaa00662539 · outbound

This paper cites GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices

Reference 9

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unresolved
no resolver link, observed 2026-08-16T11:15:54.206882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.206882Z digest=sha256:5b3704d6b82a1ffea2f2608cdd3a02b5f62f5960022bbd90f51adc80467f8f45

Observation f7d8870b-9239-456a-ab8e-f69fcb8066de · outbound

This paper cites arXiv preprint arXiv:2402.05930 (2024).

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation arXiv preprint arXiv:2402.05930 (2024)

Reference 10

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no resolver link, observed 2026-08-16T11:15:54.210446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.210446Z digest=sha256:03ea75fc84ff90a7dba0a28962c9c76e22b564cfce241896ecd6f4949d269cd3

Observation f986d5b7-04dd-4c5d-bbe7-db2535092766 · outbound

This paper cites GPT-4 Technical Report.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation GPT-4 Technical Report

Reference 11

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unresolved
no resolver link, observed 2026-08-16T11:15:54.214090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.214090Z digest=sha256:a81e31fd78cb6e5fc2517d2413de0dd255f4b15e60096c990eb1d07f4d4bdbf9

Observation fce6fb35-79ad-4b6a-89f1-313363767ddf · outbound

This paper cites Autonomous Evaluation and Refinement of Digital Agents.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Autonomous Evaluation and Refinement of Digital Agents

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.217864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.217864Z digest=sha256:a7dec2f83d34660638ae693478534e37ea7bfe642eb3110d893369da9cdd0fe3

Observation 51ac51af-9c43-4fa0-968c-3315cc716009 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.221948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.221948Z digest=sha256:208bfa340df024f5a383381a6d5f9f0cf71e4b8892863081f8ef18ebf6536aa1

Observation 00af121a-6bae-4a79-91da-7558c741c3f9 · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2024).

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Advances in Neural Information Processing Systems 36 (2024)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:54.618332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:15:54.225493Z digest=sha256:bf3ecc406355b4cb91fe45816423f07e30473d6baf91fd27d20987a10dcf21ba

Observation 5f7435d4-a7d6-43bf-8182-a32399b9cf1b · outbound

This paper cites Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.228901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.228901Z digest=sha256:8d5ac1c03dbd7a47d475eaddbb85943c751e324c41202ac26d24c367a8f45a25

Observation a457825f-1bcb-46c0-8b9e-3bea59375ca5 · outbound

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

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration

Reference 16

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unresolved
no resolver link, observed 2026-08-16T11:15:54.232832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.232832Z digest=sha256:42893729d9c5cdf01eb480c22c14fd2da14b497f51e6d48e7af2577fe615ed19

Observation c64176c3-c7b8-48a8-9fc3-e76e9937eaaa · outbound

This paper cites OS-Copilot: Towards Generalist Computer Agents with Self-Improvement.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation OS-Copilot: Towards Generalist Computer Agents with Self-Improvement

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.236400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.236400Z digest=sha256:20abbe3723cc3de423768d1e02eab46755cb778a48434815d7bb27567adb65fc

Observation 49c3bb05-805c-49d1-81da-281f17c29b2f · outbound

This paper cites OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.240180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.240180Z digest=sha256:a3e5e653789e95502d593bad880a33155ef29e9b4af13a6b3e3fa527eed4a7c7

Observation 546c6342-59ec-4853-9bbc-9ab8c8b282ab · outbound

This paper cites Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.243757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.243757Z digest=sha256:be3088ad906932dc131220c5d0b0a603918d6a59b97ccd646feddf2522b31391

Observation 7a255a88-42df-4fb1-9b7d-e897868d4fd2 · outbound

This paper cites GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation

Reference 20

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unresolved
no resolver link, observed 2026-08-16T11:15:54.247468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.247468Z digest=sha256:50b2f5e0a61b4c928b11499c886a38db79fb5270c1d1cd26bdb5f0a780e83789

Observation eef972a6-c395-4f26-bd86-d29da08a1e13 · outbound

This paper cites Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs

Reference 21

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no resolver link, observed 2026-08-16T11:15:54.251810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.251810Z digest=sha256:558101a06aca4d81cc74a276af802f1a6437cad421f68ce837ff328b08d2e753

Observation 07840d10-9160-4bb5-857e-7a313dd34996 · outbound

This paper cites Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement Learning.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement Learning

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.255543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.255543Z digest=sha256:0815e8f1ce774a218391e6015db93d98dd170d8ada758cc3e855c6151d55d020

Observation 7524cc3c-83e2-4283-b31b-4651b3cd34e4 · outbound

This paper cites You Only Look at Screens: Multimodal Chain-of-Action Agents.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation You Only Look at Screens: Multimodal Chain-of-Action Agents

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.259201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.259201Z digest=sha256:43ffbc30b8f549cc8a344d52256d5e3c3788d255b83987c02ce936407fdb851a

Observation f30fe13f-de26-4d4e-8d4e-a450847b909b · outbound

This paper cites Android in the Zoo: Chain-of-Action-Thought for GUI Agents.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Android in the Zoo: Chain-of-Action-Thought for GUI Agents

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.262810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.262810Z digest=sha256:265dbbb6b91b8b0cb54b705caa82b892b1dd4e473a8553eee4515d0dd3ee5c8a

Observation 74d44cc9-16bf-4a60-91f2-fb68d5ca2168 · outbound

This paper cites AgentStudio: A Toolkit for Building General Virtual Agents.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation AgentStudio: A Toolkit for Building General Virtual Agents

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T11:15:54.266802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.266802Z digest=sha256:e357a337c2351589f1674a854eea690fc3b7983b3d3e9b0403fc51691668201e

Observation ed331369-2cbc-44e3-9c6b-85dc83a91afc · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2024).

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Advances in Neural Information Processing Systems 36 (2024)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:15:54.607150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:15:54.270433Z digest=sha256:3ffed2a6ee9d8e4730b771f84fb90a702d7dd30a32178e6364a41982a964fc52

Observation 41880d20-88f9-416f-8fb1-0fcc450d54af · outbound

This paper cites Each region is annotated with marks like alphanumeric labels, masks, or bounding boxes.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Each region is annotated with marks like alphanumeric labels, masks, or bounding boxes

Reference 27

Resolution
malformed identifier
raw_fallback, observed 2026-08-16T11:15:54.594544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T11:15:54.274097Z digest=sha256:982ac55aef37bbda92c01fd0093adcf7c6941fe6815de7ebd96b53f88c6094a0

Observation 9007e42e-11e8-401c-8200-70c24a342c7e · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 2023

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unresolved
no resolver link, observed 2026-08-16T11:15:54.179149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.179149Z digest=sha256:4ea54bacda8439200eab1e9b931c3bf8deae54103c58dddd72ddff4366293b80

Observation b7f11972-07a5-4403-8f9c-243c49403920 · outbound

This paper cites DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning.

Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning

Reference 2024

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unresolved
no resolver link, observed 2026-08-16T11:15:54.174164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:15:54.174164Z digest=sha256:b407a66d78a76a1485fc0ae74a80a2e8ca6b89e32353f034fddd21239e35152b

Pith citing papers

Observation 999224e9-abf9-489e-a629-a96d199cfe24 · inbound

VisCritic: Visual State Comparison as Process Reward for GUI Agents cites this paper.

VisCritic: Visual State Comparison as Process Reward for GUI Agents Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-04T16:09:57.384567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-26T00:51:37.888398Z digest=sha256:293aa92b85b9b6d7fb5be4752eaf9df50aa6cc317cc71354afce6212e8e627f2

Observation b4829fd2-c1e6-4bd1-aff2-baeb7d8a3f98 · inbound

Software Engineering for and with GUI Agent cites this paper.

Software Engineering for and with GUI Agent Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation

Reference 2025

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unresolved
no resolver link, observed 2026-08-11T20:19:15.171187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:19:15.171187Z digest=sha256:174d872cc937f321d10dbcf8dc5af35a49b19258e12d9f0186aea219e691b78c