Pith Number

pith:FRHUN3OF

pith:2025:FRHUN3OFPSWEO7NCOKCCOMVW6B

not attested not anchored not stored refs pending

A Forget-and-Grow Strategy for Deep Reinforcement Learning Scaling in Continuous Control

Chenyuan Hu, Huazhe Xu, Ruijie Zheng, Yu Luo, Zhecheng Yuan, Zilin Kang

arxiv:2507.02712 v1 · 2025-07-03 · 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{FRHUN3OFPSWEO7NCOKCCOMVW6B}

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	2026-07-05T11:31:33.589306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c4f46edc57cac477da272842732b6f06f377444391d74e9dd88a3610a7ba485

Aliases

arxiv: 2507.02712 · arxiv_version: 2507.02712v1 · doi: 10.48550/arxiv.2507.02712 · pith_short_12: FRHUN3OFPSWE · pith_short_16: FRHUN3OFPSWEO7NC · pith_short_8: FRHUN3OF

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/FRHUN3OFPSWEO7NCOKCCOMVW6B \
  | 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: 2c4f46edc57cac477da272842732b6f06f377444391d74e9dd88a3610a7ba485

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30c2baea89e938a07c399579cdde07cc5a31258dec57bbba56a708d2385e82b0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-03T15:26:48Z",
    "title_canon_sha256": "59eface9bc7a966184883b6b004a81c3c85c2bd988c7cb1ac79f94bb09d50577"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02712",
    "kind": "arxiv",
    "version": 1
  }
}