Pith Number

pith:PKHL33T3

pith:2020:PKHL33T3ZEUYVFJ3T2MYESMBD5

not attested not anchored not stored refs pending

Non-Stationary Delayed Bandits with Intermediate Observations

Andras Gyorgy, Claire Vernade, Timothy Mann

arxiv:2006.02119 v2 · 2020-06-03 · stat.ML · 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{PKHL33T3ZEUYVFJ3T2MYESMBD5}

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	2026-07-05T01:26:16.727398Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a8ebdee7bc9298a953b9e998249811f4906922c2b74029e89704d1dd9ba8271

Aliases

arxiv: 2006.02119 · arxiv_version: 2006.02119v2 · doi: 10.48550/arxiv.2006.02119 · pith_short_12: PKHL33T3ZEUY · pith_short_16: PKHL33T3ZEUYVFJ3 · pith_short_8: PKHL33T3

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/PKHL33T3ZEUYVFJ3T2MYESMBD5 \
  | 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: 7a8ebdee7bc9298a953b9e998249811f4906922c2b74029e89704d1dd9ba8271

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae35e2bb04bec102b0a7326e584eb489930fb3cd3aab99bf6208eafa08fa0c63",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-06-03T09:27:03Z",
    "title_canon_sha256": "9e7cdfb8854ddd934d4ad4a01d43abcfce15fe904c6947624307e54be20a0d6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.02119",
    "kind": "arxiv",
    "version": 2
  }
}