Pith Number

pith:ZF6BQDKS

pith:2020:ZF6BQDKSTVQWIEOZCYERLELUWF

not attested not anchored not stored refs pending

Contextual Bandit with Missing Rewards

Djallel Bouneffouf, Sohini Upadhyay, Yasaman Khazaeni

arxiv:2007.06368 v2 · 2020-07-13 · cs.LG · cs.AI · 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{ZF6BQDKSTVQWIEOZCYERLELUWF}

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.

Cited by

1 paper in Pith

Pre-Trained AI Model Assisted Online Decision-Making under Missing Covariates: A Theoretical Perspective

Receipt and verification

First computed	2026-07-05T01:20:20.441707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c97c180d529d616411d91609159174b1425cd38dd515f0a2b9a27d6a1d118f88

Aliases

arxiv: 2007.06368 · arxiv_version: 2007.06368v2 · doi: 10.48550/arxiv.2007.06368 · pith_short_12: ZF6BQDKSTVQW · pith_short_16: ZF6BQDKSTVQWIEOZ · pith_short_8: ZF6BQDKS

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/ZF6BQDKSTVQWIEOZCYERLELUWF \
  | 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: c97c180d529d616411d91609159174b1425cd38dd515f0a2b9a27d6a1d118f88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "220d0932afea7d944f4c26f2011aa63ffdc810b6b8b80dabe3f0a17a712c640e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-13T13:29:51Z",
    "title_canon_sha256": "ea189ccac33281ca593f30e9e82cd4c85bf45c5e4948f688950838519456ca31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.06368",
    "kind": "arxiv",
    "version": 2
  }
}