Pith Number

pith:AUCDJWPL

pith:2020:AUCDJWPLW6HY4D3HNALYELNUTG

not attested not anchored not stored refs pending

Non-Stationary Off-Policy Optimization

Amr Ahmed, Branislav Kveton, Joey Hong, Manzil Zaheer, Yinlam Chow

arxiv:2006.08236 v3 · 2020-06-15 · cs.LG · cs.AI · 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{AUCDJWPLW6HY4D3HNALYELNUTG}

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	2026-07-05T02:28:49.770549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

050434d9ebb78f8e0f676817822db4999418833f9fd246bea1fe29b450db9837

Aliases

arxiv: 2006.08236 · arxiv_version: 2006.08236v3 · doi: 10.48550/arxiv.2006.08236 · pith_short_12: AUCDJWPLW6HY · pith_short_16: AUCDJWPLW6HY4D3H · pith_short_8: AUCDJWPL

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/AUCDJWPLW6HY4D3HNALYELNUTG \
  | 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: 050434d9ebb78f8e0f676817822db4999418833f9fd246bea1fe29b450db9837

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b71815d1ad10054c2e4aeefca41c8cb4a7bcb3d5662daf766e1114114347b5e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-15T09:16:09Z",
    "title_canon_sha256": "0629e7c16c6a5d559823037777c6f02fd3c622784989d943588a4dc8c29390f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.08236",
    "kind": "arxiv",
    "version": 3
  }
}