Pith. sign in
Pith Number

pith:47XN5W5F

pith:2025:47XN5W5FZTSUEO6IRYKXZ6LWE6
not attested not anchored not stored refs pending

Sampling Binary Data by Denoising through Score Functions

Francis Bach, Saeed Saremi

arxiv:2502.00557 v1 · 2025-02-01 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{47XN5W5FZTSUEO6IRYKXZ6LWE6}

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 2026-07-05T10:08:35.442939Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7eededba5cce5423bc88e157cf976278a0f05e54f33326348613581f53d87fc

Aliases

arxiv: 2502.00557 · arxiv_version: 2502.00557v1 · doi: 10.48550/arxiv.2502.00557 · pith_short_12: 47XN5W5FZTSU · pith_short_16: 47XN5W5FZTSUEO6I · pith_short_8: 47XN5W5F
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/47XN5W5FZTSUEO6IRYKXZ6LWE6 \
  | 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: e7eededba5cce5423bc88e157cf976278a0f05e54f33326348613581f53d87fc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7e250247b3c31751af8e3a8c5f8731278b2a401383b031ad636351eb1b3870c9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-01T20:59:02Z",
    "title_canon_sha256": "045111f6ffabf2267951ba48992dc215aa6d678b728a0e1b46b242df2cbc994f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00557",
    "kind": "arxiv",
    "version": 1
  }
}