Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-07T08:59:18.122849Z
Paper Citation Record · LEDGER
Step-level Optimization for Efficient Computer-use Agents
As of 5 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 1 inbound Pith citation observation for arXiv:2604.27151.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-31T03:24:12.232577Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
10 of 10 outbound references displayed
- verified exact0
- verified fuzzy3
- unresolved6
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3cbef334-112b-42d0-9255-574f72477c7b · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-27T08:38:51.083360Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fcb81edb-a1d4-459b-b065-0c3c9d214be5 · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-27T08:38:51.080855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 71fe514f-95a2-4012-9bc9-0da1bac31d33 · outbound
This paper cites Rules: - A milestone must be meaningful and verifiable from the given step text (action/response/done/fail).
Step-level Optimization for Efficient Computer-use Agents Rules: - A milestone must be meaningful and verifiable from the given step text (action/response/done/fail)
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T08:38:51.085938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2cff3352-93be-42a1-bfb7-5c820791a8e2 · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-27T08:38:51.088585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 955cb50c-592f-4727-ae25-d68c3a7db2c1 · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-27T08:38:51.091061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d0641ab0-ff6f-49af-a5d6-f1f500838270 · outbound
This paper cites is_stuck.
Step-level Optimization for Efficient Computer-use Agents is_stuck
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T08:38:51.072694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d57f6c6b-c9c5-4693-9ba5-c996e5a5b211 · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 7
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-27T08:38:51.075346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3902c961-8fb8-423d-a407-3a4fa33f9da8 · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-27T08:38:51.116179Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd14443d-f76e-4e69-9a18-b2e0ddfc7def · outbound
This paper cites an unresolved cited work.
Step-level Optimization for Efficient Computer-use Agents Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-05-27T08:38:51.100008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 625a8967-6f99-4c94-bd83-837780c6ed78 · outbound
This paper cites success" as true only if the milestone appears clearly achieved. - Mark.
Step-level Optimization for Efficient Computer-use Agents success" as true only if the milestone appears clearly achieved. - Mark
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T08:38:51.078235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
Observation 7bd805a9-52d9-4d7c-844a-aa0ace4d36b9 · inbound
Rethinking Inference-Time Scaling in Local Computer-Use Agents: Failure Modes and Compute Tradeoffs cites this paper.
Rethinking Inference-Time Scaling in Local Computer-Use Agents: Failure Modes and Compute Tradeoffs Step-level Optimization for Efficient Computer-use Agents
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T03:24:12.232577Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.