Pith Number

pith:6ZYM5GO5

pith:2015:6ZYM5GO5TW4ZVEUNKM6RRNHY7C

not attested not anchored not stored refs pending

On Regret-Optimal Learning in Decentralized Multi-player Multi-armed Bandits

Dileep Kalathil, Naumaan Nayyar, Rahul Jain

arxiv:1505.00553 v2 · 2015-05-04 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6ZYM5GO5TW4ZVEUNKM6RRNHY7C}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-18T00:56:06.605161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f670ce99dd9db99a928d533d18b4f8f88667be42e27dc534dcdfbd9fe7ee2b08

Aliases

arxiv: 1505.00553 · arxiv_version: 1505.00553v2 · doi: 10.48550/arxiv.1505.00553 · pith_short_12: 6ZYM5GO5TW4Z · pith_short_16: 6ZYM5GO5TW4ZVEUN · pith_short_8: 6ZYM5GO5

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/6ZYM5GO5TW4ZVEUNKM6RRNHY7C \
  | 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: f670ce99dd9db99a928d533d18b4f8f88667be42e27dc534dcdfbd9fe7ee2b08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98334bb702ed1376a7a566a58ea5a2a2e55adac4bf75047742c4aae89f0a9505",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-05-04T08:22:04Z",
    "title_canon_sha256": "ec0d01c0b72815fd9cec56d1b6a253a89dca3296617a4a69e6f3a16d09ca40d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1505.00553",
    "kind": "arxiv",
    "version": 2
  }
}