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Paper Citation Record · LEDGER

Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2402.02055.

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

pith.paper-citation-record.v1
2402.02055 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:55:36.052892Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T04:26:33.725983Z

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 61047a92-409b-43e9-b060-42d5b4bfd66e · inbound

Active Data Curation Effectively Distills Large-Scale Multimodal Models cites this paper.

Active Data Curation Effectively Distills Large-Scale Multimodal Models Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning

Reference 169

Resolution
unresolved
no resolver link, observed 2026-08-12T11:06:36.368647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:06:36.368647Z digest=sha256:fb7a347cb63166e3d79b29a98dd0c1788d1869c829c940ea41b25e0af1ec4466

Observation bec2b03c-b48a-4cc0-a6fc-e85f870415c9 · inbound

Joint Generalized Cosine Similarity: A Novel Method for N-Modal Semantic Alignment Based on Contrastive Learning cites this paper.

Joint Generalized Cosine Similarity: A Novel Method for N-Modal Semantic Alignment Based on Contrastive Learning Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T23:55:36.052892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T23:55:36.052892Z digest=sha256:86f934c89c56a2b609091b6c0a1a1e6dda8e159ed5e48b311c672254a92002d9

Observation f2851f5d-d896-4c48-95c1-c238446bb0b0 · inbound

ContextRefine-CLIP for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2025 cites this paper.

ContextRefine-CLIP for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2025 Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:26:33.732440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-07T04:26:33.686867Z digest=sha256:adb8bd068dedc8860409e2d8a2e4c2622d126ff8723556cb5cbe0ff31491c261

Observation 2b8c12b4-dd4d-4b82-8221-77c65f727410 · inbound

SynC: Synthetic Image Caption Dataset Refinement with One-to-many Mapping for Zero-shot Image Captioning cites this paper.

SynC: Synthetic Image Caption Dataset Refinement with One-to-many Mapping for Zero-shot Image Captioning Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T18:16:07.849285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:16:07.849285Z digest=sha256:599a972d281dfae30bb3c07cda7a8cc2800cc7fe1092b1ca6b6a0741dc6a2a75