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Paper Citation Record · LEDGER

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents

As of 25 July 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2604.05157.

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

pith.paper-citation-record.v1
2604.05157 v3

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T09:34:43.258473Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-25T06:30:59.84592+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

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c5daaf74-df40-4f54-a1d7-55c57addafd5 · outbound

This paper cites Agent s: An open agentic framework that uses computers like a human.

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents Agent s: An open agentic framework that uses computers like a human

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-13T09:34:43.258473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:34:43.258473Z digest=sha256:768446775953de2b3fa6b8f30a936a4a0ec96f59650f77c90211ab0c246d870b

Observation 4013570d-f79e-4094-a872-3a212fbee926 · outbound

This paper cites When right meets wrong: Bilateral context conditioning with reward-confidence correction for grpo.����� �������� ����������������, 2026a.

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents When right meets wrong: Bilateral context conditioning with reward-confidence correction for grpo.����� �������� ����������������, 2026a

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-13T09:34:43.258473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:34:43.258473Z digest=sha256:5f71a12158c298d0c57305f528eacbafdeae133c4c3a6c8a46b94b74522d7ba2

Observation 1ca7e53f-b1fd-484d-a5e5-c4e80fc77ea8 · outbound

This paper cites Androidworld: A dynamic benchmarking environment for autonomous agents.

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents Androidworld: A dynamic benchmarking environment for autonomous agents

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-13T09:34:43.258473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:34:43.258473Z digest=sha256:7df3000469029ed97a07866381ab832ebcb356fd17a52ba722f86a9636e1068c

Observation 89c1ff09-2a2b-4f9e-878e-e533a646638b · outbound

This paper cites Webarena: A realistic web environment for building autonomous agents.

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents Webarena: A realistic web environment for building autonomous agents

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-13T09:34:43.258473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:34:43.258473Z digest=sha256:d08bef7d401596861f68083540af1fc8cc8a88c1dd912a0d66f11b472dde4c07

Observation f64dcca4-d7a9-47db-9b4e-5f56e3690681 · outbound

This paper cites MPNet + SigLIP2 + larger model.

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents MPNet + SigLIP2 + larger model

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-13T09:34:43.258473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:34:43.258473Z digest=sha256:5922a48de1fac99b61207d9a3f8069a9d6ae662036abcedd27707e4d0f8d9857

Observation 2669bf29-0f65-44ea-8dec-dba600c25bc8 · outbound

This paper cites Adding incorrect-step negatives (labeled �� =.

IntentScore: Intent-Conditioned Action Evaluation for Computer-Use Agents Adding incorrect-step negatives (labeled �� =

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-13T09:34:43.258473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:34:43.258473Z digest=sha256:b0c70ea05866557493ffb65c45eaa710bae80fd0273ab7619bcf90e9c51b9688

Pith citing papers

No inbound Pith citation observations are available.