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Pith Number

pith:LT2FCGFP

pith:2018:LT2FCGFPI3PMQHXELKYIHP7PFB
not attested not anchored not stored refs pending

Learning Representations in Model-Free Hierarchical Reinforcement Learning

David C. Noelle, Jacob Rafati

arxiv:1810.10096 v3 · 2018-10-23 · cs.AI · cs.LG · math.OC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LT2FCGFPI3PMQHXELKYIHP7PFB}

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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.
Receipt and verification
First computed 2026-05-17T23:48:45.496845Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5cf45118af46dec81ee45ab083bfef28759c032e68e0ea76574fd5f8fb7171a5

Aliases

arxiv: 1810.10096 · arxiv_version: 1810.10096v3 · doi: 10.48550/arxiv.1810.10096 · pith_short_12: LT2FCGFPI3PM · pith_short_16: LT2FCGFPI3PMQHXE · pith_short_8: LT2FCGFP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LT2FCGFPI3PMQHXELKYIHP7PFB \
  | 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: 5cf45118af46dec81ee45ab083bfef28759c032e68e0ea76574fd5f8fb7171a5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3abeafdcd414306c0f4ea28975226509a5e7a7b494bf31477fbc7b08fdb7f963",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-10-23T21:24:06Z",
    "title_canon_sha256": "4b0197cc8e2f46733e3a18e0bf21fa28b8d3a07a27ee0d13b1820bb45eedbe05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.10096",
    "kind": "arxiv",
    "version": 3
  }
}