Pith Number

pith:JJCVBABK

pith:2021:JJCVBABK5UFTQPOYDUMZUH5BCE

not attested not anchored not stored refs pending

DESTA: A Framework for Safe Reinforcement Learning with Markov Games of Intervention

Aivar Sootla, Changmin Yu, David Mguni, Joel Jennings, Jun Wang, Usman Islam, Xiuling Zhang, Yaodong Yang, Yaqi Sun, Ziyan Wang

arxiv:2110.14468 v3 · 2021-10-27 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JJCVBABK5UFTQPOYDUMZUH5BCE}

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	2026-07-05T05:47:01.208548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a4550802aed0b383dd81d199a1fa1112865e5f3c6f6c037b7427027de9d9c2c

Aliases

arxiv: 2110.14468 · arxiv_version: 2110.14468v3 · doi: 10.48550/arxiv.2110.14468 · pith_short_12: JJCVBABK5UFT · pith_short_16: JJCVBABK5UFTQPOY · pith_short_8: JJCVBABK

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/JJCVBABK5UFTQPOYDUMZUH5BCE \
  | 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: 4a4550802aed0b383dd81d199a1fa1112865e5f3c6f6c037b7427027de9d9c2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35c3a0b55f674c1aaabc05b3c8421aeb47ea9a394be45e0f82365ed60878401d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-27T14:35:00Z",
    "title_canon_sha256": "f67bf81ba4caaf1582dc22deac353c3e650e7d0651cfb64bf975f451a2e8d492"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14468",
    "kind": "arxiv",
    "version": 3
  }
}