Pith Number

pith:3MSTDHOC

pith:2022:3MSTDHOC2IBCRNEHXBY57CLF53

not attested not anchored not stored refs pending

Remote Contextual Bandits

Deniz Gunduz, Francesco Pase, Michele Zorzi

arxiv:2202.05182 v1 · 2022-02-10 · cs.IT · cs.LG · math.IT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3MSTDHOC2IBCRNEHXBY57CLF53}

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	2026-07-05T03:55:58.060407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db25319dc2d20228b487b871df8965eee12d38bf0e8890f387935ebeef172e84

Aliases

arxiv: 2202.05182 · arxiv_version: 2202.05182v1 · doi: 10.48550/arxiv.2202.05182 · pith_short_12: 3MSTDHOC2IBC · pith_short_16: 3MSTDHOC2IBCRNEH · pith_short_8: 3MSTDHOC

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/3MSTDHOC2IBCRNEHXBY57CLF53 \
  | 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: db25319dc2d20228b487b871df8965eee12d38bf0e8890f387935ebeef172e84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d5bc50723e0044f28daddbcb3d2dcff5ae5c07a870dd0f5179079b865b301ee",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2022-02-10T17:31:20Z",
    "title_canon_sha256": "04af6d0a86407e6e8145f3d3f530ca939b26d3cf459622eec22f3f35c93dbae0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05182",
    "kind": "arxiv",
    "version": 1
  }
}