Pith Number

pith:J5TSXK7T

pith:2024:J5TSXK7THSLL4JWXUQJYQP23XX

not attested not anchored not stored refs pending

Iterative Batch Reinforcement Learning via Safe Diversified Model-based Policy Search

Amna Najib, Phillip Swazinna, Stefan Depeweg

arxiv:2411.09722 v1 · 2024-11-14 · 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{J5TSXK7THSLL4JWXUQJYQP23XX}

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	2026-07-05T09:35:36.970228Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f672babf33c96be26d7a413883f5bbddd52c52427e3ace3a4f50d41d72e37ec

Aliases

arxiv: 2411.09722 · arxiv_version: 2411.09722v1 · doi: 10.48550/arxiv.2411.09722 · pith_short_12: J5TSXK7THSLL · pith_short_16: J5TSXK7THSLL4JWX · pith_short_8: J5TSXK7T

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/J5TSXK7THSLL4JWXUQJYQP23XX \
  | 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: 4f672babf33c96be26d7a413883f5bbddd52c52427e3ace3a4f50d41d72e37ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98b444c9fe7484d6b8a246a8241d82ed04fa967cd0c699f49873b3d4ca9f635d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-14T11:10:36Z",
    "title_canon_sha256": "351da86785450e3b01f66f9458151ca4e646674db99b9678cbf28f250a12d333"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09722",
    "kind": "arxiv",
    "version": 1
  }
}