Pith Number
pith:QSYFDQAE
pith:2017:QSYFDQAEQVVAVATWYBARU55Y4X
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An Improved Parametrization and Analysis of the EXP3++ Algorithm for Stochastic and Adversarial Bandits
arxiv:1702.06103 v2 · 2017-02-20 · cs.LG · stat.ML
Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QSYFDQAEQVVAVATWYBARU55Y4X}
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Record completeness
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Bitcoin timestamp
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4
Citations
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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 | 2026-05-18T00:44:51.519484Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
84b051c004856a0a8276c0411a77b8e5e70dccdd25a5ec9c252ed7f50f53458b
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QSYFDQAEQVVAVATWYBARU55Y4X \
| 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: 84b051c004856a0a8276c0411a77b8e5e70dccdd25a5ec9c252ed7f50f53458b
Canonical record JSON
{
"metadata": {
"abstract_canon_sha256": "11ad88bce8bce1523d4024f73372d625adcf1a5cd88e214a223296a51514dc87",
"cross_cats_sorted": [
"stat.ML"
],
"license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
"primary_cat": "cs.LG",
"submitted_at": "2017-02-20T18:43:05Z",
"title_canon_sha256": "f60d2c54f96e0de926f11e669b6945677201220d3c016a7345085d55226c3b58"
},
"schema_version": "1.0",
"source": {
"id": "1702.06103",
"kind": "arxiv",
"version": 2
}
}