Pith Number

pith:SLIIBXO4

pith:2024:SLIIBXO46DEXOPGZS2GZPS3M23

not attested not anchored not stored refs pending

Distributed Thompson sampling under constrained communication

Haitong Ma, Na Li, Saba Zerefa, Zhaolin Ren

arxiv:2410.15543 v3 · 2024-10-21 · cs.LG · cs.SY · eess.SY · math.OC · 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{SLIIBXO46DEXOPGZS2GZPS3M23}

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	2026-07-05T09:56:01.448442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92d080dddcf0c9773cd9968d97cb6cd6e3f1d81b35f6fe2fdef8d96ebd7fc709

Aliases

arxiv: 2410.15543 · arxiv_version: 2410.15543v3 · doi: 10.48550/arxiv.2410.15543 · pith_short_12: SLIIBXO46DEX · pith_short_16: SLIIBXO46DEXOPGZ · pith_short_8: SLIIBXO4

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/SLIIBXO46DEXOPGZS2GZPS3M23 \
  | 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: 92d080dddcf0c9773cd9968d97cb6cd6e3f1d81b35f6fe2fdef8d96ebd7fc709

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea3780e6ec496db5c53b4458ca731dbb7c99d34857c421382b507e230064d895",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-21T00:00:31Z",
    "title_canon_sha256": "804650f09ad318bccc77ca141baf9ff29e9b1903dd3bdd80741e4f2b2f72f3f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15543",
    "kind": "arxiv",
    "version": 3
  }
}