Pith Number

pith:NW6OMQRB

pith:2023:NW6OMQRBQ6KQWL7ZNLTZAKBSPF

not attested not anchored not stored refs pending

Score Regularized Policy Optimization through Diffusion Behavior

Cheng Lu, Hang Su, Huayu Chen, Jun Zhu, Zhengyi Wang

arxiv:2310.07297 v3 · 2023-10-11 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NW6OMQRBQ6KQWL7ZNLTZAKBSPF}

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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

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

SPAR: Support-Preserving Action Rectification

GDSD: Reinforcement Learning as Guided Denoiser Self-Distillation for Diffusion Language Models

Steering Your Diffusion Policy with Latent Space Reinforcement Learning

Beyond Penalization: Diffusion-based Out-of-Distribution Detection and Selective Regularization in Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:56:17.551819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dbce6422187950b2ff96ae7902832794bf692a8d4d8c17bdaeb4803c57db44d

Aliases

arxiv: 2310.07297 · arxiv_version: 2310.07297v3 · doi: 10.48550/arxiv.2310.07297 · pith_short_12: NW6OMQRBQ6KQ · pith_short_16: NW6OMQRBQ6KQWL7Z · pith_short_8: NW6OMQRB

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/NW6OMQRBQ6KQWL7ZNLTZAKBSPF \
  | 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: 6dbce6422187950b2ff96ae7902832794bf692a8d4d8c17bdaeb4803c57db44d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0f96e5a4b582ae4632ece97c67c07713f61e79d687617c559f876817ba1d930",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-11T08:31:26Z",
    "title_canon_sha256": "04b07219c12228259ce30d056951688d08fea9676abfa959211e55d25d89e4c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07297",
    "kind": "arxiv",
    "version": 3
  }
}