Pith Number

pith:DXUKLRVW

pith:2024:DXUKLRVWW4EK7B5JSNWDH7POJH

not attested not anchored not stored refs pending

Stochastic Control for Fine-tuning Diffusion Models: Optimality, Regularity, and Convergence

Meisam Razaviyayn, Renyuan Xu, Yinbin Han

arxiv:2412.18164 v4 · 2024-12-24 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DXUKLRVWW4EK7B5JSNWDH7POJH}

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.

Cited by

1 paper in Pith

Statistical guarantees for continuous-time policy evaluation: blessing of ellipticity and new tradeoffs

Receipt and verification

First computed	2026-07-05T12:01:20.316680Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1de8a5c6b6b708af87a9936c33fdee49f923ce2e3f3159f36de97f4314c3acc9

Aliases

arxiv: 2412.18164 · arxiv_version: 2412.18164v4 · doi: 10.48550/arxiv.2412.18164 · pith_short_12: DXUKLRVWW4EK · pith_short_16: DXUKLRVWW4EK7B5J · pith_short_8: DXUKLRVW

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/DXUKLRVWW4EK7B5JSNWDH7POJH \
  | 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: 1de8a5c6b6b708af87a9936c33fdee49f923ce2e3f3159f36de97f4314c3acc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "647a0d75664c10769ab9de0c669745628c364a5d118a930cbe45e3b05f2f7298",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T04:55:46Z",
    "title_canon_sha256": "5fad00402e81f217a1bfe5f27dcc636c7210a143b2f2a0d9ec6a696840b53b6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18164",
    "kind": "arxiv",
    "version": 4
  }
}