pith. sign in
Pith Number

pith:D7ISGS4M

pith:2022:D7ISGS4MW4J3KFCGV7BFTVNYL6
not attested not anchored not stored refs pending

Graph Neural Network Bandits

Andreas Krause, Ilija Bogunovic, Parnian Kassraie

arxiv:2207.06456 v2 · 2022-07-13 · cs.LG · cs.AI · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D7ISGS4MW4J3KFCGV7BFTVNYL6}

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 2026-07-05T05:05:49.387971Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1fd1234b8cb713b51446afc259d5b85fa47d741700ef72b7e14390752496f3a6

Aliases

arxiv: 2207.06456 · arxiv_version: 2207.06456v2 · doi: 10.48550/arxiv.2207.06456 · pith_short_12: D7ISGS4MW4J3 · pith_short_16: D7ISGS4MW4J3KFCG · pith_short_8: D7ISGS4M
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D7ISGS4MW4J3KFCGV7BFTVNYL6 \
  | 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: 1fd1234b8cb713b51446afc259d5b85fa47d741700ef72b7e14390752496f3a6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e8685bf1bf222f187237a1867e0ed4a54e7d40f6f018deec79d07249f7678556",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-13T18:12:36Z",
    "title_canon_sha256": "71dd4b8d3e7469f89ddc51288af1a7e1f1155099e3d4d45824f2e4f9501fa572"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.06456",
    "kind": "arxiv",
    "version": 2
  }
}