Pith Number

pith:5RWWQMW6

pith:2015:5RWWQMW6PW6SEY6WD4H5BWJ5B4

not attested not anchored not stored refs pending

Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning

Christoph Dann, Emma Brunskill

arxiv:1510.08906 v3 · 2015-10-29 · stat.ML · cs.AI · 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{5RWWQMW6PW6SEY6WD4H5BWJ5B4}

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	2026-05-18T01:15:06.590292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec6d6832de7dbd2263d61f0fd0d93d0f3e9d3024f92404f7f70b74359651524f

Aliases

arxiv: 1510.08906 · arxiv_version: 1510.08906v3 · doi: 10.48550/arxiv.1510.08906 · pith_short_12: 5RWWQMW6PW6S · pith_short_16: 5RWWQMW6PW6SEY6W · pith_short_8: 5RWWQMW6

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/5RWWQMW6PW6SEY6WD4H5BWJ5B4 \
  | 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: ec6d6832de7dbd2263d61f0fd0d93d0f3e9d3024f92404f7f70b74359651524f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1331402d8840a03b9fb14642a9607faeb144f70020c06f7b796e3b8d100b5f28",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-10-29T21:14:42Z",
    "title_canon_sha256": "0cdbd9e98377d125a6dec853373839e2dd6777caab7a76f0691bd8211ba0c2ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1510.08906",
    "kind": "arxiv",
    "version": 3
  }
}