Pith Number

pith:CDGRC4WH

pith:2018:CDGRC4WHHLRLDJBKGKGNTAO3FV

not attested not anchored not stored refs pending

Contingency-Aware Exploration in Reinforcement Learning

Honglak Lee, Jongwook Choi, Junhyuk Oh, Marcin Moczulski, Mohammad Norouzi, Neal Wu, Yijie Guo

arxiv:1811.01483 v3 · 2018-11-05 · 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{CDGRC4WHHLRLDJBKGKGNTAO3FV}

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.

Cited by

1 paper in Pith

Supervise Thyself: Examining Self-Supervised Representations in Interactive Environments

Receipt and verification

First computed	2026-05-17T23:52:09.313168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10cd1172c73ae2b1a42a328cd981db2d6c49179c8361148fb8f51c1316a271f5

Aliases

arxiv: 1811.01483 · arxiv_version: 1811.01483v3 · doi: 10.48550/arxiv.1811.01483 · pith_short_12: CDGRC4WHHLRL · pith_short_16: CDGRC4WHHLRLDJBK · pith_short_8: CDGRC4WH

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/CDGRC4WHHLRLDJBKGKGNTAO3FV \
  | 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: 10cd1172c73ae2b1a42a328cd981db2d6c49179c8361148fb8f51c1316a271f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1114a31bb981acf04b60fd67956de948071e9d6bfb47b023c15d2a01936aec4a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-05T02:12:11Z",
    "title_canon_sha256": "0400b767f2a8695c3b449656b3edf57b876620f71f003de0d7c66a4ab15e910d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.01483",
    "kind": "arxiv",
    "version": 3
  }
}