Pith. sign in
Pith Number

pith:FHMYO3EA

pith:2025:FHMYO3EACEAJL3A4T3DVFIMVQR
not attested not anchored not stored refs pending

BanditWare: A Contextual Bandit-based Framework for Hardware Prediction

Hena Ahmed, \"Ilkay Altinta\c{s}, Ismael Perez, Ravi Shende, Tain\~a Coleman

arxiv:2506.13730 v1 · 2025-06-16 · cs.DC · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FHMYO3EACEAJL3A4T3DVFIMVQR}

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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 2026-07-05T11:22:25.600014Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

29d9876c80110095ec1c9ec752a195845297c31db2c3c06920af563bb92288c3

Aliases

arxiv: 2506.13730 · arxiv_version: 2506.13730v1 · doi: 10.48550/arxiv.2506.13730 · pith_short_12: FHMYO3EACEAJ · pith_short_16: FHMYO3EACEAJL3A4 · pith_short_8: FHMYO3EA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FHMYO3EACEAJL3A4T3DVFIMVQR \
  | 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: 29d9876c80110095ec1c9ec752a195845297c31db2c3c06920af563bb92288c3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "50c46934557bc31b5fc664eca35789e073beacdd4509bb5f9a19e0fd9240f77b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-16T17:40:34Z",
    "title_canon_sha256": "b98c549c4c1637172bacfda2b5f188e3526370ad711f82a632da750c1d637d54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13730",
    "kind": "arxiv",
    "version": 1
  }
}