Pith Number

pith:3JXPRZIN

pith:2019:3JXPRZINYGK6RRKA3M3C2VY4SL

not attested not anchored not stored refs pending

A Comprehensive Study on Deep Learning Bug Characteristics

Giang Nguyen, Hridesh Rajan, Md Johirul Islam, Rangeet Pan

arxiv:1906.01388 v1 · 2019-06-03 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3JXPRZINYGK6RRKA3M3C2VY4SL}

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	2026-05-17T23:44:16.818977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da6ef8e50dc195e8c540db362d571c92dacf399c3fdfc63de29110b6d3a9e9fb

Aliases

arxiv: 1906.01388 · arxiv_version: 1906.01388v1 · doi: 10.48550/arxiv.1906.01388 · pith_short_12: 3JXPRZINYGK6 · pith_short_16: 3JXPRZINYGK6RRKA · pith_short_8: 3JXPRZIN

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/3JXPRZINYGK6RRKA3M3C2VY4SL \
  | 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: da6ef8e50dc195e8c540db362d571c92dacf399c3fdfc63de29110b6d3a9e9fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "949453c31d2b360d1eacb6563465d3aa5fa0a93d2838af19de230af4780fe007",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2019-06-03T14:40:36Z",
    "title_canon_sha256": "3cdd5a6ac1268251685732b648b8afa1fe62d210374e4eaf153b27cdf9e53fa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01388",
    "kind": "arxiv",
    "version": 1
  }
}