Pith Number

pith:NKBGIK44

pith:2023:NKBGIK44FXNG4UPQQMOFZY4HED

not attested not anchored not stored refs pending

Safe Reinforcement Learning with Dual Robustness

Chuxiong Hu, Shengbo Eben Li, Yujie Yang, Yunan Wang, Zeyang Li

arxiv:2309.06835 v1 · 2023-09-13 · 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{NKBGIK44FXNG4UPQQMOFZY4HED}

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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

A Survey of Reinforcement Learning for Optimization in Automation

Receipt and verification

First computed	2026-07-05T06:50:23.219745Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a82642b9c2dda6e51f0831c5ce38720c1eff7678a715846ed3925fb710f00c7

Aliases

arxiv: 2309.06835 · arxiv_version: 2309.06835v1 · doi: 10.48550/arxiv.2309.06835 · pith_short_12: NKBGIK44FXNG · pith_short_16: NKBGIK44FXNG4UPQ · pith_short_8: NKBGIK44

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/NKBGIK44FXNG4UPQQMOFZY4HED \
  | 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: 6a82642b9c2dda6e51f0831c5ce38720c1eff7678a715846ed3925fb710f00c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fdb829106a0523e5f44c161d8e26194c781d09db9c1c86380f9d208f3a8b74a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-13T09:34:21Z",
    "title_canon_sha256": "7643c09687c6c7e319b7119127f73dea92b39f29b967d6b792609903d8197aaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.06835",
    "kind": "arxiv",
    "version": 1
  }
}