Pith Number

pith:3273XN7L

pith:2019:3273XN7L5TGPO6FCYFMCNA7URX

not attested not anchored not stored refs pending

Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning (Full Version)

Astrid Rupp, Bernhard K. Aichernig, Franz Pernkopf, Markus Tranninger, Martin Horn, Martin Tappler, Masoud Ebrahimi, Roderick Bloem, Wolfgang Roth

arxiv:1907.04708 v1 · 2019-07-10 · 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{3273XN7L5TGPO6FCYFMCNA7URX}

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	2026-05-17T23:40:57.038732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

debfbbb7ebecccf778a2c1582683f48de08e11921b255dc6567779287047a0f5

Aliases

arxiv: 1907.04708 · arxiv_version: 1907.04708v1 · doi: 10.48550/arxiv.1907.04708 · pith_short_12: 3273XN7L5TGP · pith_short_16: 3273XN7L5TGPO6FC · pith_short_8: 3273XN7L

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/3273XN7L5TGPO6FCYFMCNA7URX \
  | 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: debfbbb7ebecccf778a2c1582683f48de08e11921b255dc6567779287047a0f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97383a986bcdc7a4673c7783b69983439f08f09e101d5ae590ecf0aed3f740a3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-10T13:22:32Z",
    "title_canon_sha256": "b7f3fae5c636cfaea8e071224198072872648da85802a81d8bfae53fd9482a47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.04708",
    "kind": "arxiv",
    "version": 1
  }
}