Pith Number

pith:RR5Z3NMH

pith:2017:RR5Z3NMH45CO6SHT5MBDPZIHFM

not attested not anchored not stored refs pending

Context Attentive Bandits: Contextual Bandit with Restricted Context

Djallel Bouneffouf, Guillermo A. Cecchi, Irina Rish, Raphael Feraud

arxiv:1705.03821 v2 · 2017-05-10 · cs.AI · 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{RR5Z3NMH45CO6SHT5MBDPZIHFM}

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	2026-05-18T00:42:45.906363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c7b9db587e744ef48f3eb0237e5072b2313862a42feb18fca607340ff6d3d62

Aliases

arxiv: 1705.03821 · arxiv_version: 1705.03821v2 · doi: 10.48550/arxiv.1705.03821 · pith_short_12: RR5Z3NMH45CO · pith_short_16: RR5Z3NMH45CO6SHT · pith_short_8: RR5Z3NMH

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/RR5Z3NMH45CO6SHT5MBDPZIHFM \
  | 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: 8c7b9db587e744ef48f3eb0237e5072b2313862a42feb18fca607340ff6d3d62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eca3b248a7a7b4de1d6f3106e5466edcced4552d0c9eca4e7dac6436f28f78bd",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-05-10T15:32:36Z",
    "title_canon_sha256": "b4138a14c8f17d7bba8deccdf058754302b12f3864396dfa3a1fde542a7860b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.03821",
    "kind": "arxiv",
    "version": 2
  }
}