Pith Number

pith:6STSFLAK

pith:2021:6STSFLAKMJG23X6ZXDTHK6DM76

not attested not anchored not stored refs pending

Outcome-Driven Reinforcement Learning via Variational Inference

Rowan McAllister, Sergey Levine, Tim G. J. Rudner, Vitchyr H. Pong, Yarin Gal

arxiv:2104.10190 v2 · 2021-04-20 · cs.LG · cs.AI · stat.ME · 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{6STSFLAKMJG23X6ZXDTHK6DM76}

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	2026-07-05T05:28:41.746666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4a722ac0a624daddfd9b8e675786cffa1009ebf694cb6cd4b85609229ffad10

Aliases

arxiv: 2104.10190 · arxiv_version: 2104.10190v2 · doi: 10.48550/arxiv.2104.10190 · pith_short_12: 6STSFLAKMJG2 · pith_short_16: 6STSFLAKMJG23X6Z · pith_short_8: 6STSFLAK

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/6STSFLAKMJG23X6ZXDTHK6DM76 \
  | 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: f4a722ac0a624daddfd9b8e675786cffa1009ebf694cb6cd4b85609229ffad10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92392c227d1699236143ecf4261c1f2bee0e4303e57e7b27900e9a81619e4aa0",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-20T18:16:21Z",
    "title_canon_sha256": "464baefdc91631ccf16650910882b7c49e3391f98db49022ebf67294711ffd59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10190",
    "kind": "arxiv",
    "version": 2
  }
}