Pith Number

pith:TU5FPFYP

pith:2020:TU5FPFYPTIVI4ON7TNGMNHSBAM

not attested not anchored not stored refs pending

Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism

David Simchi-Levi, Ruihao Zhu, Wang Chi Cheung

arxiv:2006.14389 v1 · 2020-06-24 · 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{TU5FPFYPTIVI4ON7TNGMNHSBAM}

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.

Cited by

1 paper in Pith

Priced Motion Through Optimal Faces: A Normal-Fan Geometry for Non-Stationary Adversarial MDPs

Receipt and verification

First computed	2026-07-05T01:13:32.106290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d3a57970f9a2a8e39bf9b4cc69e41032eab28273a656d6e07eeea644ab1b5f5

Aliases

arxiv: 2006.14389 · arxiv_version: 2006.14389v1 · doi: 10.48550/arxiv.2006.14389 · pith_short_12: TU5FPFYPTIVI · pith_short_16: TU5FPFYPTIVI4ON7 · pith_short_8: TU5FPFYP

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/TU5FPFYPTIVI4ON7TNGMNHSBAM \
  | 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: 9d3a57970f9a2a8e39bf9b4cc69e41032eab28273a656d6e07eeea644ab1b5f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62713fc4699158b531ba356b85c5d34149c4bdc77d5702a9b3f449a54805311d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-24T15:40:21Z",
    "title_canon_sha256": "6ee6e7b5dde052146ca3f3c2efec34c590b3e2a3f271e29339777f3ade57f3d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.14389",
    "kind": "arxiv",
    "version": 1
  }
}