Pith Number

pith:ZYXQIT4P

pith:2020:ZYXQIT4PR5T462S7RCS5YTGJFD

not attested not anchored not stored refs pending

What Matters In On-Policy Reinforcement Learning? A Large-Scale Empirical Study

Anton Raichuk, L\'eonard Hussenot, Manu Orsini, Marcin Andrychowicz, Marcin Michalski, Matthieu Geist, Olivier Bachem, Olivier Pietquin, Piotr Sta\'nczyk, Raphael Marinier, Sertan Girgin, Sylvain Gelly

arxiv:2006.05990 v1 · 2020-06-10 · cs.LG · 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{ZYXQIT4PR5T462S7RCS5YTGJFD}

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

18 papers in Pith

The Importance of Encoder Choice:A Tabular-Image Study

Learning to Trigger: Reinforcement Learning at the Large Hadron Collider

PowerOPD: Stabilizing On-Policy Distillation with Bounded Power Transformation

Hint Tuning: Less Data Makes Better Reasoners

Learning to Trigger: Reinforcement Learning at the Large Hadron Collider

Receipt and verification

First computed	2026-07-05T01:09:18.729408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce2f044f8f8f67cf6a5f88a5dc4cc928f5270ec52565eda1708830b8ceb67ec0

Aliases

arxiv: 2006.05990 · arxiv_version: 2006.05990v1 · doi: 10.48550/arxiv.2006.05990 · pith_short_12: ZYXQIT4PR5T4 · pith_short_16: ZYXQIT4PR5T462S7 · pith_short_8: ZYXQIT4P

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/ZYXQIT4PR5T462S7RCS5YTGJFD \
  | 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: ce2f044f8f8f67cf6a5f88a5dc4cc928f5270ec52565eda1708830b8ceb67ec0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2311d2c1f9c7b47d9516703ff319e0cba2bac1424021cb5bd6c033eb91d65b58",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-10T17:59:03Z",
    "title_canon_sha256": "4af9e13ef012a5295aab85ec338c0dc010f1dd620c2fd9cb26ed743690db76c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.05990",
    "kind": "arxiv",
    "version": 1
  }
}