Pith Number

pith:ZNKFVYHF

pith:2025:ZNKFVYHFMMPQOYT6BQVZROAY7G

not attested not anchored not stored refs pending

Non-Stationary Restless Multi-Armed Bandits with Provable Guarantee

Kai Wang, Ping-Chun Hsieh, Yu-Heng Hung

arxiv:2508.10804 v1 · 2025-08-14 · 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{ZNKFVYHFMMPQOYT6BQVZROAY7G}

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	2026-07-05T11:54:02.859237Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb545ae0e5631f07627e0c2b98b818f9b4dbc19bc11c34878a59cd021c8bba2d

Aliases

arxiv: 2508.10804 · arxiv_version: 2508.10804v1 · doi: 10.48550/arxiv.2508.10804 · pith_short_12: ZNKFVYHFMMPQ · pith_short_16: ZNKFVYHFMMPQOYT6 · pith_short_8: ZNKFVYHF

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/ZNKFVYHFMMPQOYT6BQVZROAY7G \
  | 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: cb545ae0e5631f07627e0c2b98b818f9b4dbc19bc11c34878a59cd021c8bba2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "939b5f09885663e5e1695100191a18dcc848417fbd960b7b6471b80c5b190369",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-14T16:26:00Z",
    "title_canon_sha256": "64d6eb4fcae555f372dc5c50e53412496e84aa286286f4d59dacebfc0b0c9b3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10804",
    "kind": "arxiv",
    "version": 1
  }
}