Pith Number

pith:G3PT247M

pith:2025:G3PT247M62KGFDOWQJDEFQCOGS

not attested not anchored not stored refs pending

Learning the Language of NVMe Streams for Ransomware Detection

Amit Berman, Barak Bringoltz, Elisha Halperin, Evgeny Blaichman, Ran Feraru

arxiv:2502.05011 v1 · 2025-02-07 · cs.LG · 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{G3PT247M62KGFDOWQJDEFQCOGS}

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	2026-07-05T10:11:01.475724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36df3d73ecf694628dd6824642c04e34ad3444c57f6eee289f0242971845d578

Aliases

arxiv: 2502.05011 · arxiv_version: 2502.05011v1 · doi: 10.48550/arxiv.2502.05011 · pith_short_12: G3PT247M62KG · pith_short_16: G3PT247M62KGFDOW · pith_short_8: G3PT247M

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/G3PT247M62KGFDOWQJDEFQCOGS \
  | 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: 36df3d73ecf694628dd6824642c04e34ad3444c57f6eee289f0242971845d578

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c20daf911d663c7bf8463ee5c12859a969fe7eebbb664d9ff7164df2ff136a11",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T15:33:04Z",
    "title_canon_sha256": "2d0bf0f9cd0040ca181daddd4d25abdc4ccd7c14583b3b3c56fb80bbaffe23b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05011",
    "kind": "arxiv",
    "version": 1
  }
}