Pith Number

pith:YOOFY5LS

pith:2024:YOOFY5LSQFAEQLR7HQVZJEU5PQ

not attested not anchored not stored refs pending

SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning

Donghu Kim, Dongyoon Hwang, Hojoon Lee, Hyunseung Kim, Jaegul Choo, Jun Jet Tai, Kaushik Subramanian, Peter R. Wurman, Peter Stone, Takuma Seno

arxiv:2410.09754 v2 · 2024-10-13 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOOFY5LSQFAEQLR7HQVZJEU5PQ}

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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

6 papers in Pith

When Does Non-Uniform Replay Matter in Reinforcement Learning?

FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control

When Does Non-Uniform Replay Matter in Reinforcement Learning?

TOPPO: Rethinking PPO for Multi-Task Reinforcement Learning with Critic Balancing

When Does Non-Uniform Replay Matter in Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T11:11:35.795597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c39c5c75728140482e3f3c2b94929d7c2083680d5532ccb38be1ed908c30c2bd

Aliases

arxiv: 2410.09754 · arxiv_version: 2410.09754v2 · doi: 10.48550/arxiv.2410.09754 · pith_short_12: YOOFY5LSQFAE · pith_short_16: YOOFY5LSQFAEQLR7 · pith_short_8: YOOFY5LS

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/YOOFY5LSQFAEQLR7HQVZJEU5PQ \
  | 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: c39c5c75728140482e3f3c2b94929d7c2083680d5532ccb38be1ed908c30c2bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dd8e085bff2d8d19833fd44c2c7ede4cc907bfd4b2e4078d8d033d7864cec0a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-13T07:20:53Z",
    "title_canon_sha256": "3c54e5f19c35ed673a3db1132cea540b3a7d458e04d9ff88725c9b7147252b9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09754",
    "kind": "arxiv",
    "version": 2
  }
}