Pith Number

pith:KRX7FTBP

pith:2024:KRX7FTBPXCNNIW7UI4ND4TWV33

not attested not anchored not stored refs pending

Scalable Offline Reinforcement Learning for Mean Field Games

Axel Brunnbauer, Julian Lemmel, Radu Grosu, Sophie Neubauer, Zahra Babaiee

arxiv:2410.17898 v1 · 2024-10-23 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KRX7FTBPXCNNIW7UI4ND4TWV33}

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	2026-07-05T09:24:46.490495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

546ff2cc2fb89ad45bf4471a3e4ed5dec23f866965b96ecbf28a0ea2768c0507

Aliases

arxiv: 2410.17898 · arxiv_version: 2410.17898v1 · doi: 10.48550/arxiv.2410.17898 · pith_short_12: KRX7FTBPXCNN · pith_short_16: KRX7FTBPXCNNIW7U · pith_short_8: KRX7FTBP

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/KRX7FTBPXCNNIW7UI4ND4TWV33 \
  | 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: 546ff2cc2fb89ad45bf4471a3e4ed5dec23f866965b96ecbf28a0ea2768c0507

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8395c210f0f6b7dab2b60a795cd89e6ef4bd69f5ed0a0bc107ea6463e2c73930",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-23T14:16:34Z",
    "title_canon_sha256": "cd17bfcc7146baf462f8e72e0ca00c02a2b6a0cdd8c7562b84b4b066bd82b769"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17898",
    "kind": "arxiv",
    "version": 1
  }
}