Pith Number

pith:3ZWCR3BZ

pith:2019:3ZWCR3BZI2ULGKUNTB2WXUYWI6

not attested not anchored not stored refs pending

Unsupervised State Representation Learning in Atari

Ankesh Anand, Evan Racah, Marc-Alexandre C\^ot\'e, R Devon Hjelm, Sherjil Ozair, Yoshua Bengio

arxiv:1906.08226 v6 · 2019-06-19 · 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{3ZWCR3BZI2ULGKUNTB2WXUYWI6}

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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

A Survey of State Representation Learning for Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:49:34.887559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de6c28ec3946a8b32a8d98756bd31647bb2fa25186e459ef220b25b8c5f462ef

Aliases

arxiv: 1906.08226 · arxiv_version: 1906.08226v6 · doi: 10.48550/arxiv.1906.08226 · pith_short_12: 3ZWCR3BZI2UL · pith_short_16: 3ZWCR3BZI2ULGKUN · pith_short_8: 3ZWCR3BZ

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/3ZWCR3BZI2ULGKUNTB2WXUYWI6 \
  | 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: de6c28ec3946a8b32a8d98756bd31647bb2fa25186e459ef220b25b8c5f462ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47b4bd7bf1509f75bee06e0fe1e857cd6cd16a5d0b21e08e2b931fd01ceacdc0",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-19T17:16:46Z",
    "title_canon_sha256": "c8b701c496f09490722a2db32a0d62181cb191d14fab05aae592cec06876e452"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08226",
    "kind": "arxiv",
    "version": 6
  }
}