Pith Number

pith:GIP4CPP2

pith:2026:GIP4CPP2KPSLL7D2SPX3ZOSIBH

not attested not anchored not stored refs pending

Accelerating Reinforcement Learning Training Using Simulation Surrogate Models

David J. Eckman, Mohammadmahdi Ghasemloo, Yaxian Li

arxiv:2605.27556 v1 · 2026-05-26 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GIP4CPP2KPSLL7D2SPX3ZOSIBH}

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	2026-05-28T01:04:15.758925Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

321fc13dfa53e4b5fc7a93efbcba4809cfe37df29ee28c45dde7509df030fd39

Aliases

arxiv: 2605.27556 · arxiv_version: 2605.27556v1 · doi: 10.48550/arxiv.2605.27556 · pith_short_12: GIP4CPP2KPSL · pith_short_16: GIP4CPP2KPSLL7D2 · pith_short_8: GIP4CPP2

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/GIP4CPP2KPSLL7D2SPX3ZOSIBH \
  | 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: 321fc13dfa53e4b5fc7a93efbcba4809cfe37df29ee28c45dde7509df030fd39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89cf8ad589da87a3a615b48ead7bab4022e64b34689405c4825a7333f8f386d2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-05-26T18:23:42Z",
    "title_canon_sha256": "5c996e59f3040727bfd2d16bcaab653a12db836c02a33bce7065fc03421c4405"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27556",
    "kind": "arxiv",
    "version": 1
  }
}