Pith Number

pith:OPVOSQF7

pith:2025:OPVOSQF7EIECOWEQDQ7M3XV4ZZ

not attested not anchored not stored refs pending

Distributional Soft Actor-Critic with Diffusion Policy

Bin Shuai, Jingliang Duan, Liangfa Chen, Likun Wang, Shengbo Eben Li, Tong Liu, Wenjun Zou, Xujie Song, Yinuo Wang

arxiv:2507.01381 v3 · 2025-07-02 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{OPVOSQF7EIECOWEQDQ7M3XV4ZZ}

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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

1 paper in Pith

D2 Actor Critic: Diffusion Actor Meets Distributional Critic

Receipt and verification

First computed	2026-07-05T11:35:14.779087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73eae940bf22082758901c3ecddebcce64a52551955347aa52a61c8f4af639af

Aliases

arxiv: 2507.01381 · arxiv_version: 2507.01381v3 · doi: 10.48550/arxiv.2507.01381 · pith_short_12: OPVOSQF7EIEC · pith_short_16: OPVOSQF7EIECOWEQ · pith_short_8: OPVOSQF7

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/OPVOSQF7EIECOWEQDQ7M3XV4ZZ \
  | 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: 73eae940bf22082758901c3ecddebcce64a52551955347aa52a61c8f4af639af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a29f2bff123ee08e4e4e452251a95a59e88e61d96a82bc0ed6d641c1b44f588",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-02T05:50:10Z",
    "title_canon_sha256": "c67b0c4f4163a2c65bbd7286622985860ff7a54d865d54dad3d1cfcf5b115a48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01381",
    "kind": "arxiv",
    "version": 3
  }
}