Pith Number

pith:PFFT726S

pith:2022:PFFT726S2JCH7EO3XXS2KKGGVP

not attested not anchored not stored refs pending

Understanding Zero-Shot Adversarial Robustness for Large-Scale Models

Carl Vondrick, Chengzhi Mao, Junfeng Yang, Scott Geng, Xin Wang

arxiv:2212.07016 v2 · 2022-12-14 · cs.CV

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\usepackage{pith}
\pithnumber{PFFT726S2JCH7EO3XXS2KKGGVP}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

8 papers in Pith

Language-Instructed Vision Embeddings for Controllable and Generalizable Perception

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

Investigating Adversarial Robustness of Multi-modal Large Language Models

Closed-Loop Bidirectional Prompting for Adversarial Robustness of Vision Language Models

AGC: Adaptive Geodesic Correction for Adversarial Robustness on Vision-Language Models

Receipt and verification

First computed	2026-07-05T06:03:10.767587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

794b3febd2d2447f91dbbde5a528c6abc6a3fbdfa46aeb510f474f5819107d61

Aliases

arxiv: 2212.07016 · arxiv_version: 2212.07016v2 · doi: 10.48550/arxiv.2212.07016 · pith_short_12: PFFT726S2JCH · pith_short_16: PFFT726S2JCH7EO3 · pith_short_8: PFFT726S

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/PFFT726S2JCH7EO3XXS2KKGGVP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 794b3febd2d2447f91dbbde5a528c6abc6a3fbdfa46aeb510f474f5819107d61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bcef528c763c5c144ca08e484e74336059503aca45c65e39dbfe5f9ac58f0390",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-14T04:08:56Z",
    "title_canon_sha256": "64f04c2575bd958366ef0778e68cc36dc1133e83b0ec77a09a48554a8f09a78b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07016",
    "kind": "arxiv",
    "version": 2
  }
}