Pith Number

pith:KAR2WV3G

pith:2023:KAR2WV3GUJYELJ5JWNDTZZ6PR3

not attested not anchored not stored refs pending

Diffusion Models for Reinforcement Learning: A Survey

Hanye Zhao, Haoquan Guo, Haoran He, Shenyu Zhang, Tingting Chen, Weinan Zhang, Yichao Zhong, Zhengbang Zhu

arxiv:2311.01223 v4 · 2023-11-02 · 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{KAR2WV3GUJYELJ5JWNDTZZ6PR3}

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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

13 papers in Pith

Fast and Highly Expressive Policy Learning for Offline Reinforcement Learning via Bootstrapped Flow Q-Learning

Conditional Graph Diffusion for Negotiation Support: Overcoming Discrete Infeasibility and Preference Elicitation Gaps

From Noise to Control: Parameterized Diffusion Policies

From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks

RS-Diffuser: Risk-Sensitive Diffusion Planning with Distributional Value Guidance

Receipt and verification

First computed	2026-07-05T07:48:32.380587Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5023ab5766a27045a7a9b3473ce7cf8ef0df5e0cf0f28855043781eb57602ae6

Aliases

arxiv: 2311.01223 · arxiv_version: 2311.01223v4 · doi: 10.48550/arxiv.2311.01223 · pith_short_12: KAR2WV3GUJYE · pith_short_16: KAR2WV3GUJYELJ5J · pith_short_8: KAR2WV3G

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/KAR2WV3GUJYELJ5JWNDTZZ6PR3 \
  | 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: 5023ab5766a27045a7a9b3473ce7cf8ef0df5e0cf0f28855043781eb57602ae6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf13b46a240bfb5dfd67b005eb7f0b844b663bc426733b2a12f85d626e33d147",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-02T13:23:39Z",
    "title_canon_sha256": "a496d38cf823881fdaeecbb2e91833f4d370acd011a9f32547082fe49be7568c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01223",
    "kind": "arxiv",
    "version": 4
  }
}