Pith Number

pith:OV4HMMVP

pith:2019:OV4HMMVPSMIQ5ABHDBSQE353AN

not attested not anchored not stored refs pending

SMiRL: Surprise Minimizing Reinforcement Learning in Unstable Environments

Chelsea Finn, Coline Devin, Daniel Geng, Dinesh Jayaraman, Glen Berseth, Nicholas Rhinehart, Sergey Levine

arxiv:1912.05510 v4 · 2019-12-11 · cs.LG · cs.AI · 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{OV4HMMVPSMIQ5ABHDBSQE353AN}

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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

Human Cognition in Machines: A Unified Perspective of World Models

Receipt and verification

First computed	2026-07-05T02:13:12.134778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75787632af93110e80271865026fbb037e22bc746fe6317228a4b58be8855ac6

Aliases

arxiv: 1912.05510 · arxiv_version: 1912.05510v4 · doi: 10.48550/arxiv.1912.05510 · pith_short_12: OV4HMMVPSMIQ · pith_short_16: OV4HMMVPSMIQ5ABH · pith_short_8: OV4HMMVP

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/OV4HMMVPSMIQ5ABHDBSQE353AN \
  | 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: 75787632af93110e80271865026fbb037e22bc746fe6317228a4b58be8855ac6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a62dfc435bcc53696440e725dad692a81a04ddd945288e5e300eb051527412bf",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-11T18:19:11Z",
    "title_canon_sha256": "46acb27fca211e47618460ee0a475d34df47d7c56f1d7c44f3853b41f37280ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05510",
    "kind": "arxiv",
    "version": 4
  }
}