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Paper Citation Record · LEDGER

Bidirectional Prototype-Reward co-Evolution for Test-Time Adaptation of Vision-Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.09394.

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

pith.paper-citation-record.v1
2503.09394 v2

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 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:46:32.182173Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T14:42:33.188975Z

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 0e9e456c-e9fd-4324-94ed-6d51846499e1 · inbound

Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models cites this paper.

Multi-Cache Enhanced Prototype Learning for Test-Time Generalization of Vision-Language Models Bidirectional Prototype-Reward co-Evolution for Test-Time Adaptation of Vision-Language Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T05:46:32.182173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T05:46:32.182173Z digest=sha256:2cdee8043bef181fb73f2ceb39638da0e5166f336ab125abab2415ad797064ae

Observation a0c15586-2137-41b7-8f4c-2af6547a1495 · inbound

Adapting Vision-Language Models Without Labels: A Comprehensive Survey cites this paper.

Adapting Vision-Language Models Without Labels: A Comprehensive Survey Bidirectional Prototype-Reward co-Evolution for Test-Time Adaptation of Vision-Language Models

Reference 151

Resolution
unresolved
no resolver link, observed 2026-08-05T23:17:06.948393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:17:06.948393Z digest=sha256:b43954b4ce87c78f65142ea8586e4ab72573b902ec3e7c70c95b65123efbb08a

Observation 455950b7-2389-4299-b054-723196714bf0 · inbound

CogVLA: Cognition-Aligned Vision-Language-Action Model via Instruction-Driven Routing & Sparsification cites this paper.

CogVLA: Cognition-Aligned Vision-Language-Action Model via Instruction-Driven Routing & Sparsification Bidirectional Prototype-Reward co-Evolution for Test-Time Adaptation of Vision-Language Models

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:42:33.193376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T14:42:32.730313Z digest=sha256:775c0bd7183596769dc642be51bf3921c8bbaf939627c9efbd6720e1a20fc935