Pith Number

pith:LCJYSECA

pith:2021:LCJYSECAY5XV44HSYJKLO2HDAT

not attested not anchored not stored refs pending

Reinforcement Learning on Encrypted Data

Alberto Jesu, Alessandro Staffolani, Mirco Musolesi, Rebecca Montanari, Victor-Alexandru Darvariu

arxiv:2109.08236 v1 · 2021-09-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LCJYSECAY5XV44HSYJKLO2HDAT}

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	2026-07-05T03:15:13.467144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5893891040c76f5e70f2c254b768e304c1210bb9c3890d023c9f21befe445a2e

Aliases

arxiv: 2109.08236 · arxiv_version: 2109.08236v1 · doi: 10.48550/arxiv.2109.08236 · pith_short_12: LCJYSECAY5XV · pith_short_16: LCJYSECAY5XV44HS · pith_short_8: LCJYSECA

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/LCJYSECAY5XV44HSYJKLO2HDAT \
  | 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: 5893891040c76f5e70f2c254b768e304c1210bb9c3890d023c9f21befe445a2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a46150a828fcb8da3df92f6bab5072c6a4d32257755a40e3f6b524f2058a6c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-16T21:59:37Z",
    "title_canon_sha256": "1c065186bc828970ab175f0776350c97f3df936f1502935294c5ff1658a635af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08236",
    "kind": "arxiv",
    "version": 1
  }
}