Pith Number

pith:UZAABVH3

pith:2022:UZAABVH356J4KEMUCTHH3QFMYC

not attested not anchored not stored refs pending

Multi-Player Bandits Robust to Adversarial Collisions

Anshuka Rangi, Haifeng Xu, Long Tran-Thanh, Shivakumar Mahesh

arxiv:2211.07817 v1 · 2022-11-15 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UZAABVH356J4KEMUCTHH3QFMYC}

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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.

Cited by

1 paper in Pith

Heterogeneous Multi-Player Multi-Armed Bandits Robust To Adversarial Attacks

Receipt and verification

First computed	2026-07-05T05:16:06.568254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a64000d4fbef93c5119414ce7dc0acc090277ff091d1a0a8f0511b409fb6fb9f

Aliases

arxiv: 2211.07817 · arxiv_version: 2211.07817v1 · doi: 10.48550/arxiv.2211.07817 · pith_short_12: UZAABVH356J4 · pith_short_16: UZAABVH356J4KEMU · pith_short_8: UZAABVH3

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/UZAABVH356J4KEMUCTHH3QFMYC \
  | 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: a64000d4fbef93c5119414ce7dc0acc090277ff091d1a0a8f0511b409fb6fb9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff35aeb90b5e91ef7dd97e6adc5e1c46977e8797cfe25a254a68f7bf8dccf58e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-15T00:43:26Z",
    "title_canon_sha256": "cb29f3ff9153033e95b8016ff316296c509d2cde23c686e22962ca12c29b6660"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07817",
    "kind": "arxiv",
    "version": 1
  }
}