Pith Number

pith:U5PTHE64

pith:2024:U5PTHE646ENVXXOFS5GQIYFCIL

not attested not anchored not stored refs pending

$L^*LM$: Learning Automata from Examples using Natural Language Oracles

Karim Elmaaroufi, Marcell Vazquez-Chanlatte, Matei Zaharia, Sanjit A. Seshia, Stefan J. Witwicki

arxiv:2402.07051 v2 · 2024-02-10 · cs.LG · cs.AI · cs.CL · cs.FL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U5PTHE646ENVXXOFS5GQIYFCIL}

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	2026-07-05T11:25:00.609375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a75f3393dcf11b5bddc5974d0460a242e7671936be928d82145b5cb4cf0722b5

Aliases

arxiv: 2402.07051 · arxiv_version: 2402.07051v2 · doi: 10.48550/arxiv.2402.07051 · pith_short_12: U5PTHE646ENV · pith_short_16: U5PTHE646ENVXXOF · pith_short_8: U5PTHE64

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/U5PTHE646ENVXXOFS5GQIYFCIL \
  | 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: a75f3393dcf11b5bddc5974d0460a242e7671936be928d82145b5cb4cf0722b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7bd497e083bd26f52a571e530f1842a934c9c73249628904687b373c10af2de",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.FL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-10T21:46:34Z",
    "title_canon_sha256": "288fe7dbeb7be01a974bed7c38057bcb3b3c8915ed58f66c7d517a36b35f133a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07051",
    "kind": "arxiv",
    "version": 2
  }
}