Pith Number

pith:R6NFOURI

pith:2019:R6NFOURI26JYVIRUQSDTQNYEGN

not attested not anchored not stored refs pending

DQN with model-based exploration: efficient learning on environments with sparse rewards

Stephen Zhen Gou, Yuyang Liu

arxiv:1903.09295 v1 · 2019-03-22 · 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{R6NFOURI26JYVIRUQSDTQNYEGN}

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	2026-05-17T23:50:40.064196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f9a575228d7938aa23484873837043352208101e05d7a70677259a5cf56f2e5

Aliases

arxiv: 1903.09295 · arxiv_version: 1903.09295v1 · doi: 10.48550/arxiv.1903.09295 · pith_short_12: R6NFOURI26JY · pith_short_16: R6NFOURI26JYVIRU · pith_short_8: R6NFOURI

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/R6NFOURI26JYVIRUQSDTQNYEGN \
  | 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: 8f9a575228d7938aa23484873837043352208101e05d7a70677259a5cf56f2e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "825d19f099a46577888b2f01ab31b924ca9e84ef7e5bdac9c269a693509c9dfe",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-22T01:41:50Z",
    "title_canon_sha256": "139def92e59bb6fa8072c7f7eb4ef1cd883bb1d20dcc0a2913c0bf50b14b3e52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.09295",
    "kind": "arxiv",
    "version": 1
  }
}