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Pith Number

pith:XG557ZLO

pith:2025:XG557ZLOOFXHXLGDEZ4R464PXZ
not attested not anchored not stored refs pending

Hyperspherical Normalization for Scalable Deep Reinforcement Learning

Donghu Kim, Hojoon Lee, Jaegul Choo, Peter Stone, Takuma Seno, Youngdo Lee

arxiv:2502.15280 v2 · 2025-02-21 · cs.LG

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{XG557ZLOOFXHXLGDEZ4R464PXZ}

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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

11 papers in Pith

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors
Use the Online Network If You Can: Towards Fast and Stable Reinforcement Learning
When Does Non-Uniform Replay Matter in Reinforcement Learning?
EfficientTDMPC: Improved MPC Objectives for Sample-Efficient Continuous Control
FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control
Receipt and verification
First computed 2026-07-05T11:11:42.201186Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b9bbdfe56e716e7bacc326791e7b8fbe77f5fc0b192dae7b0bae8228c8c861b9

Aliases

arxiv: 2502.15280 · arxiv_version: 2502.15280v2 · doi: 10.48550/arxiv.2502.15280 · pith_short_12: XG557ZLOOFXH · pith_short_16: XG557ZLOOFXHXLGD · pith_short_8: XG557ZLO
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/XG557ZLOOFXHXLGDEZ4R464PXZ \
  | 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: b9bbdfe56e716e7bacc326791e7b8fbe77f5fc0b192dae7b0bae8228c8c861b9
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "5bbbb5943fb96eece3597a2fecd10051c1c61033cc528ac43fab2afb7b0e9e35",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-21T08:17:24Z",
    "title_canon_sha256": "bd19d7af487a450ed1676f53dabad1ff3984cddbf4a613a7cf13787d04f71289"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15280",
    "kind": "arxiv",
    "version": 2
  }
}