Pith Number

pith:6YIQBGZW

pith:2019:6YIQBGZWOJDMMABWYSQGUHDNM6

not attested not anchored not stored refs pending

A systematic review of fuzzing based on machine learning techniques

Jiayong Liu, Luping Liu, Peng Jia, Yan Wang

arxiv:1908.01262 v1 · 2019-08-04 · cs.CR · 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{6YIQBGZWOJDMMABWYSQGUHDNM6}

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	2026-07-05T01:28:17.772365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f611009b367246c60036c4a06a1c6d67ab23955c8ea4cb46b099d19a3b81b24d

Aliases

arxiv: 1908.01262 · arxiv_version: 1908.01262v1 · doi: 10.48550/arxiv.1908.01262 · pith_short_12: 6YIQBGZWOJDM · pith_short_16: 6YIQBGZWOJDMMABW · pith_short_8: 6YIQBGZW

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/6YIQBGZWOJDMMABWYSQGUHDNM6 \
  | 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: f611009b367246c60036c4a06a1c6d67ab23955c8ea4cb46b099d19a3b81b24d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a37cc74c90ffbe5806ea6139963aff5471963ba91d9bb185b5c5ddf7c5b093f7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-08-04T02:51:53Z",
    "title_canon_sha256": "32d0e0aaa33aeaa8e5fb4f92d42c84c36ac9d942ddb4e723d8477f1dd0992a10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.01262",
    "kind": "arxiv",
    "version": 1
  }
}