Pith Number

pith:AX3EB2RF

pith:2019:AX3EB2RFKUDT4AGAPRJMA2BAGV

not attested not anchored not stored refs pending

A Survey of Reinforcement Learning Informed by Natural Language

Edward Grefenstette, Gregory Farquhar, Jacob Andreas, Jakob Foerster, Jelena Luketina, Nantas Nardelli, Shimon Whiteson, Tim Rockt\"aschel

arxiv:1906.03926 v1 · 2019-06-10 · cs.LG · cs.AI · cs.CL · 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{AX3EB2RFKUDT4AGAPRJMA2BAGV}

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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

Language-Conditioned Safe Trajectory Generation for Spacecraft Rendezvous

Receipt and verification

First computed	2026-05-17T23:43:44.518905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05f640ea2555073e00c07c52c0682035625d7d30d34a2bcb4bb45c52c75cdd70

Aliases

arxiv: 1906.03926 · arxiv_version: 1906.03926v1 · doi: 10.48550/arxiv.1906.03926 · pith_short_12: AX3EB2RFKUDT · pith_short_16: AX3EB2RFKUDT4AGA · pith_short_8: AX3EB2RF

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/AX3EB2RFKUDT4AGAPRJMA2BAGV \
  | 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: 05f640ea2555073e00c07c52c0682035625d7d30d34a2bcb4bb45c52c75cdd70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "570c1ddb07dbd16f86d7a4aaa159a4d06a3e1a780cd627d18cc7444671c2f0ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-10T12:17:45Z",
    "title_canon_sha256": "782441fbe63fda63b96339cc0a363c9bd4472ec2582203be48e3b63be6ce41f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.03926",
    "kind": "arxiv",
    "version": 1
  }
}