Pith Number

pith:2RNNJLJF

pith:2021:2RNNJLJFNIJ5OHUS2D4DHEJV25

not attested not anchored not stored refs pending

GGT: Graph-Guided Testing for Adversarial Sample Detection of Deep Neural Network

Jingyang Xiang, Qi Xuan, Renxuan Wang, Shouling Ji, Xiaoniu Yang, Xin Xia, Yue Yu, Zuohui Chen

arxiv:2107.07043 v1 · 2021-07-09 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2RNNJLJFNIJ5OHUS2D4DHEJV25}

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.

Receipt and verification

First computed	2026-07-05T02:58:10.004546Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d45ad4ad256a13d71e92d0f8339135d760dd20bb8ede616f94ac34e49cac52c9

Aliases

arxiv: 2107.07043 · arxiv_version: 2107.07043v1 · doi: 10.48550/arxiv.2107.07043 · pith_short_12: 2RNNJLJFNIJ5 · pith_short_16: 2RNNJLJFNIJ5OHUS · pith_short_8: 2RNNJLJF

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/2RNNJLJFNIJ5OHUS2D4DHEJV25 \
  | 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: d45ad4ad256a13d71e92d0f8339135d760dd20bb8ede616f94ac34e49cac52c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43a19de64d63b6433068c5c0363bb715536b8e07df239521f8ded2094ab03970",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-09T12:12:36Z",
    "title_canon_sha256": "caa21c628dec870f63f6f9b40357acfa39bc7673b0bcdc8a9fc2640c0b4aa665"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.07043",
    "kind": "arxiv",
    "version": 1
  }
}