Pith Number

pith:TRZNPCSS

pith:2012:TRZNPCSSVQZQRLHIP577ZJXRJG

not attested not anchored not stored refs pending

PAC-Bayesian Policy Evaluation for Reinforcement Learning

Csaba Szepesvari, Joelle Pineau, Mahdi MIlani Fard

arxiv:1202.3717 v1 · 2012-02-14 · cs.LG · 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{TRZNPCSSVQZQRLHIP577ZJXRJG}

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	2026-05-18T04:02:03.378343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c72d78a52ac3308ace87f7ffca6f1499a4c600c36b2c829b7471e190c0ef36f

Aliases

arxiv: 1202.3717 · arxiv_version: 1202.3717v1 · doi: 10.48550/arxiv.1202.3717 · pith_short_12: TRZNPCSSVQZQ · pith_short_16: TRZNPCSSVQZQRLHI · pith_short_8: TRZNPCSS

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/TRZNPCSSVQZQRLHIP577ZJXRJG \
  | 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: 9c72d78a52ac3308ace87f7ffca6f1499a4c600c36b2c829b7471e190c0ef36f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d618e8fa420865fd56bcb075231106e2e9508dffd9bfbdfa132579f02867e638",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-02-14T16:41:17Z",
    "title_canon_sha256": "a6c3060f6b8115ae6b05f71d0e05b34b69b7ff9e8afc3fb87f723df1df057256"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1202.3717",
    "kind": "arxiv",
    "version": 1
  }
}