Paper Citation Record · LEDGER

Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2403.12952.

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

pith.paper-citation-record.v1
2403.12952 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:13:44.146822Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T10:16:52.268290Z

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 01ebb551-3845-4142-8a4d-10fe362baded · inbound

$S^3$: Synonymous Semantic Space for Improving Zero-Shot Generalization of Vision-Language Models cites this paper.

$S^3$: Synonymous Semantic Space for Improving Zero-Shot Generalization of Vision-Language Models Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T21:13:44.146822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39f008b4-0302-443e-b9e0-d12b95eabed2 · inbound

LoRA-TTT: Low-Rank Test-Time Training for Vision-Language Models cites this paper.

LoRA-TTT: Low-Rank Test-Time Training for Vision-Language Models Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T13:31:23.546339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3abd4e64-7364-4055-97fe-96bdb17647a6 · inbound

Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM cites this paper.

Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T18:56:35.051699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3664812-3d43-40f2-9c1e-56d4c43e1564 · 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 Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T05:46:32.217329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3a4d953-ec17-4a30-bfcf-5886d277c139 · inbound

Constrained Prompt Enhancement for Improving Zero-Shot Generalization of Vision-Language Models cites this paper.

Constrained Prompt Enhancement for Improving Zero-Shot Generalization of Vision-Language Models Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T16:56:23.006176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ea1b04-a286-4b15-8d37-03e3eab7a4d0 · inbound

Drift-Augmented Scoring: Text-Derived Noise Robustness for Zero-Shot Audio-Language Classification cites this paper.

Drift-Augmented Scoring: Text-Derived Noise Robustness for Zero-Shot Audio-Language Classification Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-02T10:16:52.269940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.