Pith Number

pith:A22CK3PB

pith:2024:A22CK3PB5AQZKXUZYA6LIO3OR4

not attested not anchored not stored refs pending

Understanding and Improving Training-Free AI-Generated Image Detections with Vision Foundation Models

Ching-Yun Ko, Chung-Ting Tsai, I-Hsin Chung, Pin-Yu Chen, Yu-Chiang Frank Wang

arxiv:2411.19117 v1 · 2024-11-28 · cs.CV

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\usepackage{pith}
\pithnumber{A22CK3PB5AQZKXUZYA6LIO3OR4}

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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

5 papers in Pith

How Fragile Are Training-Free AI-Generated Image Detectors? A Controlled Audit of Score Direction, Preprocessing, and Compression

DRIFT: From Robustness Gaps to Invariance Manifolds for AI-Generated Image Detection

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection

Enhancing Self-Supervised Talking Head Forgery Detection via a Training-Free Dual-System Framework

Intermediate Representations are Strong AI-Generated Image Detectors

Receipt and verification

First computed	2026-07-05T09:41:57.453682Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06b4256de1e821955e99c03cb43b6e8f3c1c648d07c9cbd75590b6d5bcce529e

Aliases

arxiv: 2411.19117 · arxiv_version: 2411.19117v1 · doi: 10.48550/arxiv.2411.19117 · pith_short_12: A22CK3PB5AQZ · pith_short_16: A22CK3PB5AQZKXUZ · pith_short_8: A22CK3PB

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/A22CK3PB5AQZKXUZYA6LIO3OR4 \
  | 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: 06b4256de1e821955e99c03cb43b6e8f3c1c648d07c9cbd75590b6d5bcce529e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08e59b6161967325e546c1f66f03998085b52f1b07371f9311c697a0db904762",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-28T13:04:45Z",
    "title_canon_sha256": "15c621f9215578ed0fc861c7e67b2a5d3fbee63e334195de6c67ff31facce475"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19117",
    "kind": "arxiv",
    "version": 1
  }
}