Pith Number

pith:L2PQ3BQ5

pith:2025:L2PQ3BQ5NJYDE7VWGS3UH77UVJ

not attested not anchored not stored refs pending

Towards General-Purpose Model-Free Reinforcement Learning

Amy Zhang, Michael Rabbat, Pierluca D'Oro, Scott Fujimoto, Yuandong Tian

arxiv:2501.16142 v1 · 2025-01-27 · 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{L2PQ3BQ5NJYDE7VWGS3UH77UVJ}

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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

8 papers in Pith

Scaling World-Model Reinforcement Learning Through Diffusion Policy Optimization

When Does Non-Uniform Replay Matter in Reinforcement Learning?

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

Robust Remote Reinforcement Learning over Unreliable Communication Channels using Homomorphic State Encoding

When Does Non-Uniform Replay Matter in Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T10:05:55.964046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e9f0d861d6a70327eb634b743fff4aa5bec16ef0230925fa7313955296d7c3c

Aliases

arxiv: 2501.16142 · arxiv_version: 2501.16142v1 · doi: 10.48550/arxiv.2501.16142 · pith_short_12: L2PQ3BQ5NJYD · pith_short_16: L2PQ3BQ5NJYDE7VW · pith_short_8: L2PQ3BQ5

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/L2PQ3BQ5NJYDE7VWGS3UH77UVJ \
  | 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: 5e9f0d861d6a70327eb634b743fff4aa5bec16ef0230925fa7313955296d7c3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5894988ad09d4007e020e735a5d5d97363ed650f011ea0feb80b78be5b7324de",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-27T15:36:37Z",
    "title_canon_sha256": "22824e16616b995a91a6f142a51c4df2fdc0f0487a350b64d1e4872272d9f692"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16142",
    "kind": "arxiv",
    "version": 1
  }
}