Pith Number

pith:HHNR2WVK

pith:2023:HHNR2WVKBTWUS64LMWY7T2P2ED

not attested not anchored not stored refs pending

Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning

Chi Jin, Zihan Ding

arxiv:2309.16984 v2 · 2023-09-29 · 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{HHNR2WVKBTWUS64LMWY7T2P2ED}

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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

9 papers in Pith

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

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning

Reinforcement Learning for Flow-Matching Policies with Density Transport

Steering Your Diffusion Policy with Latent Space Reinforcement Learning

Diffusion Policy Policy Optimization

Receipt and verification

First computed	2026-07-05T07:56:17.216601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39db1d5aaa0ced497b8b65b1f9e9fa20c8a9410f7f99aea59192a6622e113839

Aliases

arxiv: 2309.16984 · arxiv_version: 2309.16984v2 · doi: 10.48550/arxiv.2309.16984 · pith_short_12: HHNR2WVKBTWU · pith_short_16: HHNR2WVKBTWUS64L · pith_short_8: HHNR2WVK

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/HHNR2WVKBTWUS64LMWY7T2P2ED \
  | 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: 39db1d5aaa0ced497b8b65b1f9e9fa20c8a9410f7f99aea59192a6622e113839

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67195acdb9c4d460dce5c7845bd73f6f7c8b225118231675126631631ca62919",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-29T05:05:54Z",
    "title_canon_sha256": "4b0efd49ad135ef085793a339d4f12c2f14c98931a1c4c71172cccdf47c457c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16984",
    "kind": "arxiv",
    "version": 2
  }
}