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Paper Citation Record · LEDGER

As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2403.12693.

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

pith.paper-citation-record.v1
2403.12693 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:40:53.632624Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T02:16:26.856925Z

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 ca3a13fc-b22e-4693-8052-9cb748e5ed28 · inbound

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety cites this paper.

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

Reference 227

Resolution
verified exact
arxiv_id, observed 2026-05-23T04:42:33.768141Z

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=2026-05-23T04:39:04.591722Z digest=sha256:e1de504564ec170fbfce4c1c4a0aa76b8752b7153efc3372db0cbebebead687a

Observation baaba23d-1ee4-4601-b239-46fea2c9df48 · inbound

One Object, Multiple Lies: A Benchmark for Cross-task Adversarial Attack on Unified Vision-Language Models cites this paper.

One Object, Multiple Lies: A Benchmark for Cross-task Adversarial Attack on Unified Vision-Language Models As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T18:40:53.632624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:40:53.632624Z digest=sha256:28a8329f941c384886c897558275487450d885ba219f46ec5a613fdb87a4f42d

Observation 462880f4-3997-471c-bb04-1ce23bc6d017 · inbound

VIP: Visual Information Protection through Adversarial Attacks on Vision-Language Models cites this paper.

VIP: Visual Information Protection through Adversarial Attacks on Vision-Language Models As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T18:16:29.252024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:16:29.252024Z digest=sha256:f69b30f8d461548a7bedbf4e5b87e66f40819671be98466a3604796492d3da9a

Observation 0a46f1f1-a2dc-4ea3-a0ca-6dfd108e6f36 · inbound

Contrastive Spectral Rectification: Test-Time Defense towards Zero-shot Adversarial Robustness of CLIP cites this paper.

Contrastive Spectral Rectification: Test-Time Defense towards Zero-shot Adversarial Robustness of CLIP As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T07:47:37.529795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:47:37.529795Z digest=sha256:d29e6772914bd3cd4b40102182dfbef3513142af5b0ee1574ee4804ca4785d3e

Observation 3da45583-3c5f-4566-bcf7-ae3073dc991f · inbound

Beyond False Stability: High-Noise Drift Gating for Test-Time Adversarial Defenses in Vision-Language Models cites this paper.

Beyond False Stability: High-Noise Drift Gating for Test-Time Adversarial Defenses in Vision-Language Models As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:16:26.858654Z

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=2026-06-28T11:04:30.654255Z digest=sha256:2c16cb9537500d46d2f10ad85b9807bedcfb858a2fde2d927ae3cb79e7f6e7ac