Pith Number

pith:RC3XJGEL

pith:2017:RC3XJGELY5ELN4Y5UBCE72EJ2I

not attested not anchored not stored refs pending

Stochastic Optimization with Bandit Sampling

Farnood Salehi, L. Elisa Celis, Patrick Thiran

arxiv:1708.02544 v2 · 2017-08-08 · cs.LG · cs.AI · 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{RC3XJGELY5ELN4Y5UBCE72EJ2I}

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	2026-05-18T00:38:20.274213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88b774988bc748b6f31da0444fe889d20a143c4d269cb99c7abaf8a2ddee446e

Aliases

arxiv: 1708.02544 · arxiv_version: 1708.02544v2 · doi: 10.48550/arxiv.1708.02544 · pith_short_12: RC3XJGELY5EL · pith_short_16: RC3XJGELY5ELN4Y5 · pith_short_8: RC3XJGEL

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/RC3XJGELY5ELN4Y5UBCE72EJ2I \
  | 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: 88b774988bc748b6f31da0444fe889d20a143c4d269cb99c7abaf8a2ddee446e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3eb545f2d194b671a8817dbe9eacc6cc2110a109a911421e348ff853789baee8",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-08-08T16:15:26Z",
    "title_canon_sha256": "826afbcf66cfef06a93fdba98a06239d1ff51da1105ab7f6e42dd2a82de8afce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.02544",
    "kind": "arxiv",
    "version": 2
  }
}