Pith Number

pith:P2VR2UKS

pith:2021:P2VR2UKS75ZW2LS3LIPM7XPDMW

not attested not anchored not stored refs pending

Non-stationary Reinforcement Learning without Prior Knowledge: An Optimal Black-box Approach

Chen-Yu Wei, Haipeng Luo

arxiv:2102.05406 v3 · 2021-02-10 · 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{P2VR2UKS75ZW2LS3LIPM7XPDMW}

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	2026-07-05T03:11:27.901227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7eab1d5152ff736d2e5b5a1ecfdde365838af7c57f2cfe2f3dcac318de8658be

Aliases

arxiv: 2102.05406 · arxiv_version: 2102.05406v3 · doi: 10.48550/arxiv.2102.05406 · pith_short_12: P2VR2UKS75ZW · pith_short_16: P2VR2UKS75ZW2LS3 · pith_short_8: P2VR2UKS

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/P2VR2UKS75ZW2LS3LIPM7XPDMW \
  | 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: 7eab1d5152ff736d2e5b5a1ecfdde365838af7c57f2cfe2f3dcac318de8658be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a879c27db1bf6953b81092bb8863f5ee0c923b425443231814befad76b8e9b01",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-10T12:43:31Z",
    "title_canon_sha256": "3d079d5d96b8466d82d9c806dc3a243130aefb31fd6086f25bd4919b20000b36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.05406",
    "kind": "arxiv",
    "version": 3
  }
}