Pith Number

pith:NXLXNXYC

pith:2025:NXLXNXYCJM5HKFECOACSATCSX5

not attested not anchored not stored refs pending

Exploratory Diffusion Model for Unsupervised Reinforcement Learning

Chengyang Ying, Hang Su, Huayu Chen, Jun Zhu, Xinning Zhou, Zhongkai Hao

arxiv:2502.07279 v2 · 2025-02-11 · 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{NXLXNXYCJM5HKFECOACSATCSX5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:03:56.489046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dd776df024b3a7514827005204c52bf4ee3eab8e09ff9404930f0196074115c

Aliases

arxiv: 2502.07279 · arxiv_version: 2502.07279v2 · doi: 10.48550/arxiv.2502.07279 · pith_short_12: NXLXNXYCJM5H · pith_short_16: NXLXNXYCJM5HKFEC · pith_short_8: NXLXNXYC

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/NXLXNXYCJM5HKFECOACSATCSX5 \
  | 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: 6dd776df024b3a7514827005204c52bf4ee3eab8e09ff9404930f0196074115c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad7bd7fd9f62e04f8de63d779bc2c0ef6fd9047850974ff4d5ed2d573541073a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T05:48:51Z",
    "title_canon_sha256": "2026932ad9d978c81c8b02becc28ed0ba9adcb0247d10ac5ad26b1f4d32451af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07279",
    "kind": "arxiv",
    "version": 2
  }
}