Pith Number

pith:WSEONOKH

pith:2020:WSEONOKHTB5XIZVFYX4BCHT3VB

not attested not anchored not stored refs pending

A New Bandit Setting Balancing Information from State Evolution and Corrupted Context

Alexander Galozy, Mattias Ohlsson, Slawomir Nowaczyk

arxiv:2011.07989 v4 · 2020-11-16 · 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{WSEONOKHTB5XIZVFYX4BCHT3VB}

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	2026-07-05T07:08:50.725762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b488e6b947987b7466a5c5f8111e7ba869fc6bf272609563a404d737d932317d

Aliases

arxiv: 2011.07989 · arxiv_version: 2011.07989v4 · doi: 10.48550/arxiv.2011.07989 · pith_short_12: WSEONOKHTB5X · pith_short_16: WSEONOKHTB5XIZVF · pith_short_8: WSEONOKH

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/WSEONOKHTB5XIZVFYX4BCHT3VB \
  | 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: b488e6b947987b7466a5c5f8111e7ba869fc6bf272609563a404d737d932317d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35361d46ea43ecbf02b1832770be0072e99f848a2c7dbf5bdd66012f67cfbc18",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-16T14:35:37Z",
    "title_canon_sha256": "18d15d3d629a668a79327de5b880c5bff8646ef567115c889c46aa13e532ad0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.07989",
    "kind": "arxiv",
    "version": 4
  }
}