Pith Number

pith:OJ45KLNO

pith:2020:OJ45KLNOUIZIWOOYEBDFIE4CDE

not attested not anchored not stored refs pending

The Sample Complexity of Teaching-by-Reinforcement on Q-Learning

Adish Singla, Shubham Kumar Bharti, Xiaojin Zhu, Xuezhou Zhang, Yuzhe Ma

arxiv:2006.09324 v2 · 2020-06-16 · 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{OJ45KLNOUIZIWOOYEBDFIE4CDE}

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	2026-07-05T02:20:55.382507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7279d52daea2328b39d82046541382190581bdc1117cc0f13ce3c6dfebb036fc

Aliases

arxiv: 2006.09324 · arxiv_version: 2006.09324v2 · doi: 10.48550/arxiv.2006.09324 · pith_short_12: OJ45KLNOUIZI · pith_short_16: OJ45KLNOUIZIWOOY · pith_short_8: OJ45KLNO

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/OJ45KLNOUIZIWOOYEBDFIE4CDE \
  | 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: 7279d52daea2328b39d82046541382190581bdc1117cc0f13ce3c6dfebb036fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "398edb1b371d95477fe720275d69f4e602cac1b753eb697d854b2f5e13fdf5b1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T17:06:04Z",
    "title_canon_sha256": "521f837cdead54b8c6fb784e1be13dc5614befe569432d485b0b159130679427"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09324",
    "kind": "arxiv",
    "version": 2
  }
}