Pith Number

pith:EFW5U62Y

pith:2019:EFW5U62YWZJBNR2CALLUFRUK6F

not attested not anchored not stored refs pending

Target Tracking for Contextual Bandits: Application to Demand Side Management

Gilles Stoltz (LMO), LMO, Margaux Br\'eg\`ere (EDF R\&D, Pierre Gaillard (SIERRA), SIERRA), Yannig Goude (EDF R\&D)

arxiv:1901.09532 v2 · 2019-01-28 · 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{EFW5U62YWZJBNR2CALLUFRUK6F}

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	2026-05-17T23:46:29.039231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

216dda7b58b65216c74202d742c68af17d6079f61d9389d8a41c90a7a03d87cb

Aliases

arxiv: 1901.09532 · arxiv_version: 1901.09532v2 · doi: 10.48550/arxiv.1901.09532 · pith_short_12: EFW5U62YWZJB · pith_short_16: EFW5U62YWZJBNR2C · pith_short_8: EFW5U62Y

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/EFW5U62YWZJBNR2CALLUFRUK6F \
  | 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: 216dda7b58b65216c74202d742c68af17d6079f61d9389d8a41c90a7a03d87cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b91fc77459f95e0766d3f315a1fab19cceb6de05ddf9e15daa69058e7845c9a5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-28T07:08:44Z",
    "title_canon_sha256": "ab3f26948f57fab9c8b6abab6ab40e182847e90cd7a1d8b1ff84bd1e40ac6cfd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.09532",
    "kind": "arxiv",
    "version": 2
  }
}