Pith Number

pith:QX77HDRC

pith:2014:QX77HDRCQLOWPXUTAF46J6KOJH

not attested not anchored not stored refs pending

A Neural Networks Committee for the Contextual Bandit Problem

Djallel Bouneffouf, Raphael Feraud, Robin Allesiardo

arxiv:1409.8191 v1 · 2014-09-29 · cs.NE · 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{QX77HDRCQLOWPXUTAF46J6KOJH}

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	2026-05-18T02:41:33.580695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85fff38e2282dd67de930179e4f94e49f687b0eaffdef0408b133bd261910136

Aliases

arxiv: 1409.8191 · arxiv_version: 1409.8191v1 · doi: 10.48550/arxiv.1409.8191 · pith_short_12: QX77HDRCQLOW · pith_short_16: QX77HDRCQLOWPXUT · pith_short_8: QX77HDRC

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/QX77HDRCQLOWPXUTAF46J6KOJH \
  | 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: 85fff38e2282dd67de930179e4f94e49f687b0eaffdef0408b133bd261910136

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3776115abe3368e36e48e6d807dfc612cb2cf54210dc830b988852455d5e3348",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2014-09-29T17:08:21Z",
    "title_canon_sha256": "294743b9996d65de54d38856607af9271dc7077acb10b2ca6e0fc003d0bc525f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1409.8191",
    "kind": "arxiv",
    "version": 1
  }
}