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Paper Citation Record · LEDGER

Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2504.21561.

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

pith.paper-citation-record.v1
2504.21561 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T02:12:28.098597Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T09:37:49.417670Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation da5132a7-8b87-4936-a76c-0d4d54be4f53 · inbound

APPO: Agentic Procedural Policy Optimization cites this paper.

APPO: Agentic Procedural Policy Optimization Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:37:49.418940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-27T10:21:55.485624Z digest=sha256:0de24d24c0320a8d962a9ed41405ebe13d982eed5b73c2aef196b846a32703e2

Observation d5ee414a-4573-458b-84b8-181f462be16e · inbound

APPO: Agentic Procedural Policy Optimization cites this paper.

APPO: Agentic Procedural Policy Optimization Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-03T02:12:28.098597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:12:28.098597Z digest=sha256:f5ea5030c5cc9a55756716241f75002eb3d0e003d1a401ab9d3020538298cc0f

Observation 9d92bb0e-73e1-410a-b86e-0d0a1441882f · inbound

ReGRPO: Reflection-Augmented Policy Optimization for Tool-Using Agents cites this paper.

ReGRPO: Reflection-Augmented Policy Optimization for Tool-Using Agents Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning

Reference 9

Resolution
metadata mismatch
local_arxiv, observed 2026-07-01T10:35:41.878057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-01T05:23:21.162004Z digest=sha256:277977f3b8a7640a77d6823586d5d106f179ce32acaa3e862e27edd1adff21b0