Pith Number

pith:DC57CW5M

pith:2012:DC57CW5MEFRLKRXDKR4UNBVX6M

not attested not anchored not stored refs pending

Decentralized Learning for Multi-player Multi-armed Bandits

Dileep Kalathil, Naumaan Nayyar, Rahul Jain

arxiv:1206.3582 v1 · 2012-06-14 · math.OC · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DC57CW5MEFRLKRXDKR4UNBVX6M}

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	2026-05-18T00:57:56.910207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18bbf15bac2162b546e354794686b7f32f13d18663a66c8a68c9f1013f7baeb2

Aliases

arxiv: 1206.3582 · arxiv_version: 1206.3582v1 · doi: 10.48550/arxiv.1206.3582 · pith_short_12: DC57CW5MEFRL · pith_short_16: DC57CW5MEFRLKRXD · pith_short_8: DC57CW5M

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/DC57CW5MEFRLKRXDKR4UNBVX6M \
  | 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: 18bbf15bac2162b546e354794686b7f32f13d18663a66c8a68c9f1013f7baeb2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe3f28205836cd49bc6d85731bcb8a5e76eb2a5afce5f7c86558924730446993",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/publicdomain/",
    "primary_cat": "math.OC",
    "submitted_at": "2012-06-14T07:07:58Z",
    "title_canon_sha256": "68d8521d0b87af810fac9cf1b1ae142c31be2b3c26bebcb8f49211827e58d7cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.3582",
    "kind": "arxiv",
    "version": 1
  }
}