Pith Number

pith:AXGLRVDJ

pith:2018:AXGLRVDJ4E4SFRU7DZLQWBDTZO

not attested not anchored not stored refs pending

DeepGauge: Multi-Granularity Testing Criteria for Deep Learning Systems

Bo Li, Chunyang Chen, Felix Juefei-Xu, Fuyuan Zhang, Jianjun Zhao, Jiyuan Sun, Lei Ma, Li Li, Minhui Xue, Ting Su, Yadong Wang, Yang Liu

arxiv:1803.07519 v4 · 2018-03-20 · cs.SE · cs.CR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AXGLRVDJ4E4SFRU7DZLQWBDTZO}

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

ADEPT: A Unified Framework for Deep Learning Test Adequacy

Receipt and verification

First computed	2026-05-18T00:08:02.997774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05ccb8d469e13922c69f1e570b0473cba7cc630acb162747b87bd400251e6bb5

Aliases

arxiv: 1803.07519 · arxiv_version: 1803.07519v4 · doi: 10.48550/arxiv.1803.07519 · pith_short_12: AXGLRVDJ4E4S · pith_short_16: AXGLRVDJ4E4SFRU7 · pith_short_8: AXGLRVDJ

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/AXGLRVDJ4E4SFRU7DZLQWBDTZO \
  | 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: 05ccb8d469e13922c69f1e570b0473cba7cc630acb162747b87bd400251e6bb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4343568064c0033ae7cf8c1e8052d1eabecf31a055e89a7bdbd60674812a8c49",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2018-03-20T16:52:12Z",
    "title_canon_sha256": "d6e67b6ee6633f7a006c34fb887fb3394afb48c65da5845e524a71ad10a12602"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.07519",
    "kind": "arxiv",
    "version": 4
  }
}