Pith Number

pith:DGDWWTKV

pith:2020:DGDWWTKV4W74IEBPZYLG7KOYZW

not attested not anchored not stored refs pending

Towards Minimax Optimal Reinforcement Learning in Factored Markov Decision Processes

Jian Qian, Suvrit Sra, Yi Tian

arxiv:2006.13405 v1 · 2020-06-24 · cs.LG · math.OC · 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{DGDWWTKV4W74IEBPZYLG7KOYZW}

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	2026-07-05T01:13:15.482528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19876b4d55e5bfc4102fce166fa9d8cda0c8a2cd53f27be2d53f95a4addb2975

Aliases

arxiv: 2006.13405 · arxiv_version: 2006.13405v1 · doi: 10.48550/arxiv.2006.13405 · pith_short_12: DGDWWTKV4W74 · pith_short_16: DGDWWTKV4W74IEBP · pith_short_8: DGDWWTKV

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/DGDWWTKV4W74IEBPZYLG7KOYZW \
  | 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: 19876b4d55e5bfc4102fce166fa9d8cda0c8a2cd53f27be2d53f95a4addb2975

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44bb46c00d586e7afac9ff4255989705bd8b0ad98cf3b656e1b2fa59ecb47578",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-24T00:50:17Z",
    "title_canon_sha256": "4398d6fb1f7de3f7eaa66707ff043d6152e7e2beaa07ae551b64a103e61cbdd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.13405",
    "kind": "arxiv",
    "version": 1
  }
}