Pith Number

pith:NAS4ECQF

pith:2023:NAS4ECQF7AXOJYOC27ZTFWY2SA

not attested not anchored not stored refs pending

Decentralized Online Bandit Optimization on Directed Graphs with Regret Bounds

Ather Gattami, Daniel Gillblad, Johan \"Ostman

arxiv:2301.11802 v1 · 2023-01-27 · cs.LG · cs.GT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NAS4ECQF7AXOJYOC27ZTFWY2SA}

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	2026-07-05T05:36:26.636216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6825c20a05f82ee4e1c2d7f332db1a902a04df571e4ea1bd301fcd8639b5805f

Aliases

arxiv: 2301.11802 · arxiv_version: 2301.11802v1 · doi: 10.48550/arxiv.2301.11802 · pith_short_12: NAS4ECQF7AXO · pith_short_16: NAS4ECQF7AXOJYOC · pith_short_8: NAS4ECQF

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/NAS4ECQF7AXOJYOC27ZTFWY2SA \
  | 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: 6825c20a05f82ee4e1c2d7f332db1a902a04df571e4ea1bd301fcd8639b5805f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ff665a7ecfeea19ecc343960debcb1cd6de2b946bcba758eb0b1fded05a3e43",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-27T15:58:04Z",
    "title_canon_sha256": "f615a11fb65f8ba5f09f7aa61969780eb13dea11c12033c3235a8abd7329e9c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11802",
    "kind": "arxiv",
    "version": 1
  }
}