Pith Number

pith:V2JW63MH

pith:2023:V2JW63MH3KQPLXSFQ32XFHSATH

not attested not anchored not stored refs pending

Collaborative Multi-Agent Heterogeneous Multi-Armed Bandits

Daniel Vial, Ronshee Chawla, R. Srikant, Sanjay Shakkottai

arxiv:2305.18784 v2 · 2023-05-30 · cs.LG · cs.DC · cs.MA · cs.SI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V2JW63MH3KQPLXSFQ32XFHSATH}

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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

Multi-Agent Stochastic Bandits Robust to Adversarial Corruptions

Receipt and verification

First computed	2026-07-05T08:39:27.226654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae936f6d87daa0f5de4586f5729e4099eb1aae5bd4c3a861471df1b39fcc73df

Aliases

arxiv: 2305.18784 · arxiv_version: 2305.18784v2 · doi: 10.48550/arxiv.2305.18784 · pith_short_12: V2JW63MH3KQP · pith_short_16: V2JW63MH3KQPLXSF · pith_short_8: V2JW63MH

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/V2JW63MH3KQPLXSFQ32XFHSATH \
  | 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: ae936f6d87daa0f5de4586f5729e4099eb1aae5bd4c3a861471df1b39fcc73df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6f3239175996ac70ad4ae9051c7e773a495012d98fa553c970beb329ef57efb",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.MA",
      "cs.SI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-30T06:35:49Z",
    "title_canon_sha256": "64c577a914a33918965686e1cca6845af83457eca883d01175bcb88db0691db5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18784",
    "kind": "arxiv",
    "version": 2
  }
}