Pith Number

pith:2SORW7GS

pith:2018:2SORW7GSCOKGM7W37MYZOB3YV7

not attested not anchored not stored refs pending

Leveraging Grammar and Reinforcement Learning for Neural Program Synthesis

Jacob Devlin, Matthew Hausknecht, Pushmeet Kohli, Rishabh Singh, Rudy Bunel

arxiv:1805.04276 v2 · 2018-05-11 · 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{2SORW7GSCOKGM7W37MYZOB3YV7}

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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.

Cited by

1 paper in Pith

Usenix'23 Extended Version: Smart Learning to Find Dumb Contracts

Receipt and verification

First computed	2026-05-18T00:15:27.484750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d49d1b7cd21394667edbfb31970778affce7a0487cb2e0eb8ca4c6646837485f

Aliases

arxiv: 1805.04276 · arxiv_version: 1805.04276v2 · doi: 10.48550/arxiv.1805.04276 · pith_short_12: 2SORW7GSCOKG · pith_short_16: 2SORW7GSCOKGM7W3 · pith_short_8: 2SORW7GS

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/2SORW7GSCOKGM7W37MYZOB3YV7 \
  | 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: d49d1b7cd21394667edbfb31970778affce7a0487cb2e0eb8ca4c6646837485f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c73468eec9dfe727bbb948329364652e70dd39769d95dd80de5429de95936a3f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-11T08:45:24Z",
    "title_canon_sha256": "0ddd14097f9cb4d78a50e7115c77e856b61a196d4f2e450acef00afe4cd92bc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.04276",
    "kind": "arxiv",
    "version": 2
  }
}