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Paper Citation Record · LEDGER

PRO-CUA: Process-Reward Optimization for Computer Use Agents

As of 12 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2605.29119.

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

pith.paper-citation-record.v1
2605.29119 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T11:46:38.569528Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5dde8ac0-530b-430d-b07a-ca5c1bb91e63 · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

PRO-CUA: Process-Reward Optimization for Computer Use Agents LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T11:53:24.215475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:5bf5940a273d31a7f88b0f5c3ec354f0cfa934d1c7ba563b2a7d85c954fdb77d

Observation 719ef740-3059-4d3f-a05a-3cc598384d0f · outbound

This paper cites CUARewardBench: A benchmark for evaluating reward models on computer-using agent.

PRO-CUA: Process-Reward Optimization for Computer Use Agents CUARewardBench: A benchmark for evaluating reward models on computer-using agent

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T11:53:24.207927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:c9619f6355246b1a0e94ac28aa718c0d9d02b784659c6da439eaba7f2fcf3644

Observation e36e09e9-d665-439c-91d1-b871d39dcecb · outbound

This paper cites InPro- ceedings of the fourteenth international conference on artificial intelligence and statistics, pages 627–.

PRO-CUA: Process-Reward Optimization for Computer Use Agents InPro- ceedings of the fourteenth international conference on artificial intelligence and statistics, pages 627–

Reference 3

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:6a0b7acb806ae778d0240229c4ad051baab0cb45da90a3600e01c9261f80889d

Observation bae768d1-b8db-4710-b31f-14a59cad3690 · outbound

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

PRO-CUA: Process-Reward Optimization for Computer Use Agents Thinking vs. Doing: Agents that Reason by Scaling Test-Time Interaction

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T11:53:24.210583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:8121d0aa943f69dd435c5d37a1a334475123d4db505c36185c7766f3c73107bc

Observation 79388d26-6c86-48c3-809a-70c48ed6a507 · outbound

This paper cites VisualPRM: An Effective Process Reward Model for Multimodal Reasoning.

PRO-CUA: Process-Reward Optimization for Computer Use Agents VisualPRM: An Effective Process Reward Model for Multimodal Reasoning

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T11:53:24.213227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:e0bbe3fa0eccbd9c1b8ad239106762c2e1a430d06b951da2aa4497a68d92921e

Observation c200eecc-aca4-4c50-9e5a-7ed5c3d0757f · outbound

This paper cites arXiv preprint arXiv:2509.23263 (2025).

PRO-CUA: Process-Reward Optimization for Computer Use Agents arXiv preprint arXiv:2509.23263 (2025)

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T11:53:24.217912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:b8df4a2a6873d2cf6eef0cdfc69165307825072bc3c7e11825d11b0e4d4dbc1a

Observation 22dfe297-70dc-4c94-8e91-f15aa9d82b1c · outbound

This paper cites Yaowei Zheng, Richong Zhang, Junhao Zhang, YeYan- han YeYanhan, and Zheyan Luo.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Yaowei Zheng, Richong Zhang, Junhao Zhang, YeYan- han YeYanhan, and Zheyan Luo

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:4448e2074fa9069d199573de9dbfe270a4157ac84ca09dc8fe4daf04ad327405

Observation 5983e8db-260f-46fc-8340-8b32f477537a · outbound

This paper cites an unresolved cited work.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:366ba3608f0fc10fff216a9cf966bd50616bbde4aa6ea7105c11b1e0796848a2

Observation 793e59d3-82a2-4f3a-a231-b9568d51a72a · outbound

This paper cites an unresolved cited work.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:19ec1036869a504580248645d5cd86a1798573cd57354ecb14f4becb83c13dd0

Observation 7e6ea9f4-de3b-4706-8699-a270464b32a4 · outbound

This paper cites an unresolved cited work.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:386fef948f903f9fccb4c5010bac52db3ab049553944373050ab620294e598c1

Observation 1edbc6fe-1e72-49e7-ab5d-c11657bee295 · outbound

This paper cites mental rollout.

PRO-CUA: Process-Reward Optimization for Computer Use Agents mental rollout

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:f2bd4cd9781d961e0c8b3734ef400862e89a1ec2f3f97c99306974c791c85d39

Observation 5e7e4ade-0d80-47dc-a104-a39114966ff3 · outbound

This paper cites an unresolved cited work.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:43fde689044e6dabf35bbe9314002fd1e773c56b70079234e7ac44b5e399edc4

Observation 14566c34-2c3a-42ff-93e7-2c43067855f8 · outbound

This paper cites an unresolved cited work.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:d16e70a3ec5d02cf35ce78d6c6129dd63d7b973b537b18ad4698e0d5fef4c8d2

Observation 13a95d64-25b5-4987-b07f-b8e69eed3cc8 · outbound

This paper cites A dropdown menu will appear,.

PRO-CUA: Process-Reward Optimization for Computer Use Agents A dropdown menu will appear,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:983ed40b62cc17531d8d2de97dd036849fba2e37c5cec3192f7d443abc351160

Observation 2c05b8cd-810d-480d-9620-124fddd2915b · outbound

This paper cites an unresolved cited work.

PRO-CUA: Process-Reward Optimization for Computer Use Agents Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:96e2e029ef09443f961ee1e81d47aa61c43dac4a345a6c4fd96f73589f81b6e0

Observation 132173ab-7402-425d-8f5e-c418f17b11de · outbound

This paper cites ‘json "is_correct.

PRO-CUA: Process-Reward Optimization for Computer Use Agents ‘json "is_correct

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-29T11:46:38.569528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T11:46:38.569528Z digest=sha256:27be605a0f86232cd9c8b2e6f0b8e350c57cd26a369d7aba23050eb1c9af7754

Pith citing papers

No inbound Pith citation observations are available.