Pith Number

pith:ERJM7V76

pith:2019:ERJM7V76OKQVYVORMGYCTFAUJW

not attested not anchored not stored refs pending

Harnessing Structures for Value-Based Planning and Reinforcement Learning

Dina Katabi, Guo Zhang, Yuzhe Yang, Zhi Xu

arxiv:1909.12255 v3 · 2019-09-26 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ERJM7V76OKQVYVORMGYCTFAUJW}

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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

The Impact of On-Policy Parallelized Data Collection on Deep Reinforcement Learning Networks

Receipt and verification

First computed	2026-07-05T01:16:09.789691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2452cfd7fe72a15c55d161b02994144d9e53ff95d8a51a8dec9a61def6d9058d

Aliases

arxiv: 1909.12255 · arxiv_version: 1909.12255v3 · doi: 10.48550/arxiv.1909.12255 · pith_short_12: ERJM7V76OKQV · pith_short_16: ERJM7V76OKQVYVOR · pith_short_8: ERJM7V76

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/ERJM7V76OKQVYVORMGYCTFAUJW \
  | 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: 2452cfd7fe72a15c55d161b02994144d9e53ff95d8a51a8dec9a61def6d9058d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afc0e012378a937e86b7fa1027e6972cf4948ae5c7e32c9af6bfb23dcab7e28f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-26T17:01:23Z",
    "title_canon_sha256": "dd0479f47aeba32b39ddc15ff0b431f86d0b890194a11bd3c7e4599b9ad1ce3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.12255",
    "kind": "arxiv",
    "version": 3
  }
}