Pith Number

pith:BYHOZFD6

pith:2022:BYHOZFD6YEIUB5G7GWN2S62QUB

not attested not anchored not stored refs pending

Learning Relative Return Policies With Upside-Down Reinforcement Learning

Dylan R. Ashley, J\"urgen Schmidhuber, Kai Arulkumaran, Rupesh Kumar Srivastava

arxiv:2202.12742 v2 · 2022-02-23 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BYHOZFD6YEIUB5G7GWN2S62QUB}

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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

Upside-Down Reinforcement Learning for More Interpretable Optimal Control

Receipt and verification

First computed	2026-07-05T04:22:04.206462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e0eec947ec11140f4df359ba97b50a07756b5d85d63794135507f696fc1eaa4

Aliases

arxiv: 2202.12742 · arxiv_version: 2202.12742v2 · doi: 10.48550/arxiv.2202.12742 · pith_short_12: BYHOZFD6YEIU · pith_short_16: BYHOZFD6YEIUB5G7 · pith_short_8: BYHOZFD6

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/BYHOZFD6YEIUB5G7GWN2S62QUB \
  | 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: 0e0eec947ec11140f4df359ba97b50a07756b5d85d63794135507f696fc1eaa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a105343d919caec3b4459e6c30d764d42cf5cb510ca2419e5fb88c1cc1f38b52",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-23T07:21:44Z",
    "title_canon_sha256": "9197f4066281e80c54817b291f2c9ad2bf8b1097f0ff6cad3c2b413c0ac35f04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12742",
    "kind": "arxiv",
    "version": 2
  }
}