Pith Number

pith:VA4Y7V4P

pith:2023:VA4Y7V4PFUACVAOAPUSWDD7B25

not attested not anchored not stored refs pending

Scaling laws for single-agent reinforcement learning

Jacob Hilton, Jie Tang, John Schulman

arxiv:2301.13442 v2 · 2023-01-31 · 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{VA4Y7V4PFUACVAOAPUSWDD7B25}

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.

Cited by

8 papers in Pith

Don't Let Gains FADE: Breaking Down Policy Gradient Weights in RL

Two AI Metrics Diverged: Will it Make All the Difference?

Scaling Laws for Neural-Network Quantum States

Unified Neural Scaling Laws

Model Merging Scaling Laws in Large Language Models

Receipt and verification

First computed	2026-07-05T05:43:19.429207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8398fd78f2d002a81c07d25618fe1d76818797372b66fda54aa9ca73cb8427c

Aliases

arxiv: 2301.13442 · arxiv_version: 2301.13442v2 · doi: 10.48550/arxiv.2301.13442 · pith_short_12: VA4Y7V4PFUAC · pith_short_16: VA4Y7V4PFUACVAOA · pith_short_8: VA4Y7V4P

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/VA4Y7V4PFUACVAOAPUSWDD7B25 \
  | 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: a8398fd78f2d002a81c07d25618fe1d76818797372b66fda54aa9ca73cb8427c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "735bb2cc758db04db3d0682322595dc27eb3476a343dd302e97cc7154a65a747",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-31T06:38:53Z",
    "title_canon_sha256": "401b1d678a9a05a577be57e0fd7b1f7d56658be518e1d9155a6918acff41378e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13442",
    "kind": "arxiv",
    "version": 2
  }
}