Pith Number

pith:O65CXTN2

pith:2019:O65CXTN24QYUIMX3XWQKDHC32K

not attested not anchored not stored refs pending

Corruption-robust exploration in episodic reinforcement learning

Aleksandrs Slivkins, Max Simchowitz, Thodoris Lykouris, Wen Sun

arxiv:1911.08689 v4 · 2019-11-20 · cs.LG · cs.AI · cs.DS · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O65CXTN24QYUIMX3XWQKDHC32K}

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.

Cited by

1 paper in Pith

Multi-level Certified Defense Against Poisoning Attacks in Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:07:34.257087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77ba2bcdbae4314432fbbda0a19c5bd2abeb1b5bdaa7e1e5f39d131c9bdcf481

Aliases

arxiv: 1911.08689 · arxiv_version: 1911.08689v4 · doi: 10.48550/arxiv.1911.08689 · pith_short_12: O65CXTN24QYU · pith_short_16: O65CXTN24QYUIMX3 · pith_short_8: O65CXTN2

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/O65CXTN24QYUIMX3XWQKDHC32K \
  | 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: 77ba2bcdbae4314432fbbda0a19c5bd2abeb1b5bdaa7e1e5f39d131c9bdcf481

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "039b1b42d855c8569cfba975135607b7c5c30f162dfe140df7d1d30c9e097c4a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-20T03:49:13Z",
    "title_canon_sha256": "db1b787d12d56b7ed752446ed8fabdfdd7bcd152aeb0e636311385b43810ba33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.08689",
    "kind": "arxiv",
    "version": 4
  }
}