Pith Number

pith:J4MYCVKK

pith:2022:J4MYCVKKWGWK74D7VKSAGBT6EO

not attested not anchored not stored refs pending

Scaling Laws for a Multi-Agent Reinforcement Learning Model

Claudius Gros, Oren Neumann

arxiv:2210.00849 v2 · 2022-09-29 · 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{J4MYCVKKWGWK74D7VKSAGBT6EO}

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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

3 papers in Pith

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Unified Neural Scaling Laws

Model Merging Scaling Laws in Large Language Models

Receipt and verification

First computed	2026-07-05T05:40:49.717959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f1981554ab1acaff07faaa403067e23bf3a37b8c43f2c372ade1877015cade9

Aliases

arxiv: 2210.00849 · arxiv_version: 2210.00849v2 · doi: 10.48550/arxiv.2210.00849 · pith_short_12: J4MYCVKKWGWK · pith_short_16: J4MYCVKKWGWK74D7 · pith_short_8: J4MYCVKK

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/J4MYCVKKWGWK74D7VKSAGBT6EO \
  | 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: 4f1981554ab1acaff07faaa403067e23bf3a37b8c43f2c372ade1877015cade9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5b60616ec560b97361210c1d94851110f641d228c88f8f8a24dcbb5f3afccd8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-29T19:08:51Z",
    "title_canon_sha256": "9696863153b60719f8e04e578499865abaaeb95f33e78cf39d6f9a9bc80a39b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.00849",
    "kind": "arxiv",
    "version": 2
  }
}