Pith Number

pith:U7DTLTNJ

pith:2018:U7DTLTNJL7VPVCUHNCO33U4MRE

not attested not anchored not stored refs pending

Verifiable Reinforcement Learning via Policy Extraction

Armando Solar-Lezama, Osbert Bastani, Yewen Pu

arxiv:1805.08328 v2 · 2018-05-22 · 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{U7DTLTNJL7VPVCUHNCO33U4MRE}

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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

An Inductive Synthesis Framework for Verifiable Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:55:38.655485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7c735cda95feafa8a87689dbdd38c892a6a327ce33b99d4c3869bc833e24bf3

Aliases

arxiv: 1805.08328 · arxiv_version: 1805.08328v2 · doi: 10.48550/arxiv.1805.08328 · pith_short_12: U7DTLTNJL7VP · pith_short_16: U7DTLTNJL7VPVCUH · pith_short_8: U7DTLTNJ

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/U7DTLTNJL7VPVCUHNCO33U4MRE \
  | 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: a7c735cda95feafa8a87689dbdd38c892a6a327ce33b99d4c3869bc833e24bf3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad1a54b3524f9e2d8e41ddd072cb92cb1dcdeea8f71063bbbf352f2f32370e4a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-22T00:14:32Z",
    "title_canon_sha256": "6fc076d655857dba9b724a7df5bc9f53f4f65260c62c7281559020028805f67c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.08328",
    "kind": "arxiv",
    "version": 2
  }
}