Pith Number

pith:234655NS

pith:2025:234655NSQRHZNB6UP3E4LXOTCE

not attested not anchored not stored refs pending

Connections between reinforcement learning with feedback,test-time scaling, and diffusion guidance: An anthology

Gen Li, Yuchen Jiao, Yuxin Chen

arxiv:2509.04372 v1 · 2025-09-04 · stat.ML · cs.GL · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{234655NSQRHZNB6UP3E4LXOTCE}

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	2026-07-05T12:04:58.469551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6f9eef5b2844f9687d47ec9c5ddd31134f1da8f2977c6af26e1a6cda6133008

Aliases

arxiv: 2509.04372 · arxiv_version: 2509.04372v1 · doi: 10.48550/arxiv.2509.04372 · pith_short_12: 234655NSQRHZ · pith_short_16: 234655NSQRHZNB6U · pith_short_8: 234655NS

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/234655NSQRHZNB6UP3E4LXOTCE \
  | 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: d6f9eef5b2844f9687d47ec9c5ddd31134f1da8f2977c6af26e1a6cda6133008

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "680e58ddb499a738e11c89b3aeccdc20a3416ada1a14e0f2a011a9e3674dd0f0",
    "cross_cats_sorted": [
      "cs.GL",
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-09-04T16:29:38Z",
    "title_canon_sha256": "8d49b69f627d69caa8c74009d02abb92666de4e722160c95929e539fb3baa3f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04372",
    "kind": "arxiv",
    "version": 1
  }
}