Pith Number

pith:MJVMJREV

pith:2022:MJVMJREVM3O4CDAP22UFVAIONX

not attested not anchored not stored refs pending

Leveraging Offline Data in Online Reinforcement Learning

Aldo Pacchiano, Andrew Wagenmaker

arxiv:2211.04974 v2 · 2022-11-09 · 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{MJVMJREVM3O4CDAP22UFVAIONX}

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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

A note on the convergence guarantees of RLT-based algorithms for polynomial optimization

Receipt and verification

First computed	2026-07-05T06:33:03.180881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

626ac4c49566ddc10c0fd6a85a810e6deacde15d0dd800792b7f3abd92d24316

Aliases

arxiv: 2211.04974 · arxiv_version: 2211.04974v2 · doi: 10.48550/arxiv.2211.04974 · pith_short_12: MJVMJREVM3O4 · pith_short_16: MJVMJREVM3O4CDAP · pith_short_8: MJVMJREV

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/MJVMJREVM3O4CDAP22UFVAIONX \
  | 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: 626ac4c49566ddc10c0fd6a85a810e6deacde15d0dd800792b7f3abd92d24316

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ad6a23866195d469702f654c0c77972cabadc7e103a1c81b515a55100712bbf",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-09T15:39:32Z",
    "title_canon_sha256": "40811b7ca27f01e82ab0cbedbe3fbbc8035f0147db2723deae9b8ebf12a97555"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.04974",
    "kind": "arxiv",
    "version": 2
  }
}