Pith Number

pith:2FDMUV4G

pith:2024:2FDMUV4GYPYIIDKEOJHJQTFGLR

not attested not anchored not stored refs pending

MAGIC: Mastering Physical Adversarial Generation in Context through Collaborative LLM Agents

Ivor Tsang, Jie Zhang, Lei Ma, Nhat Chung, Qing Guo, Yang Liu, Yue Cao, Yun Xing

arxiv:2412.08014 v2 · 2024-12-11 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FDMUV4GYPYIIDKEOJHJQTFGLR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

SceneTAP: Scene-Coherent Typographic Adversarial Planner against Vision-Language Models in Real-World Environments

Receipt and verification

First computed	2026-07-05T10:28:30.659103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d146ca5786c3f0840d44724e984ca65c4f2ac15e43d2624ed3c9f3ea65a94db6

Aliases

arxiv: 2412.08014 · arxiv_version: 2412.08014v2 · doi: 10.48550/arxiv.2412.08014 · pith_short_12: 2FDMUV4GYPYI · pith_short_16: 2FDMUV4GYPYIIDKE · pith_short_8: 2FDMUV4G

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/2FDMUV4GYPYIIDKEOJHJQTFGLR \
  | 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: d146ca5786c3f0840d44724e984ca65c4f2ac15e43d2624ed3c9f3ea65a94db6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31cf740a59de3f3307402bc898ebd270a6b49e1fe84876af6b2d497d139721a0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-11T01:41:19Z",
    "title_canon_sha256": "03a24b0b5e7efba38af1550bf4206d2aad15c39a3df1b410a8d144c4de5c70e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08014",
    "kind": "arxiv",
    "version": 2
  }
}