Pith Number

pith:EXU3BE2K

pith:2023:EXU3BE2KWMLQZHCXLT5QM22LTT

not attested not anchored not stored refs pending

Regret Lower Bounds in Multi-agent Multi-armed Bandit

Diego Klabjan, Mengfan Xu

arxiv:2308.08046 v1 · 2023-08-15 · 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{EXU3BE2KWMLQZHCXLT5QM22LTT}

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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

Bandit Learning in General Open Multi-agent Systems

Receipt and verification

First computed	2026-07-05T06:41:53.518931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25e9b0934ab3170c9c575cfb066b4b9cdb6f74a9651be586a4a34859d034fabe

Aliases

arxiv: 2308.08046 · arxiv_version: 2308.08046v1 · doi: 10.48550/arxiv.2308.08046 · pith_short_12: EXU3BE2KWMLQ · pith_short_16: EXU3BE2KWMLQZHCX · pith_short_8: EXU3BE2K

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/EXU3BE2KWMLQZHCXLT5QM22LTT \
  | 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: 25e9b0934ab3170c9c575cfb066b4b9cdb6f74a9651be586a4a34859d034fabe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9a09f76c010d1df5a86b77efb52809b7d70fe31761cbd726563b3fad9ce03a9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-15T21:20:24Z",
    "title_canon_sha256": "fbf88dfa1715afed652ced42d18c083551fdfdc954e19bf3185ea276e75a2bc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08046",
    "kind": "arxiv",
    "version": 1
  }
}