Pith Number

pith:OV52TUYK

pith:2024:OV52TUYKIJYLCF527XYVHRDRYZ

not attested not anchored not stored refs pending

Explicit and data-Efficient Encoding via Gradient Flow

Anna Volokitin, Ender Konukoglu, Gustav Bredell, Kyriakos Flouris

arxiv:2412.00864 v2 · 2024-12-01 · stat.ML · cs.AI · cs.LG · math.OC · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OV52TUYKIJYLCF527XYVHRDRYZ}

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	2026-07-05T09:57:24.175669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

757ba9d30a4270b117bafdf153c471c6632c264180c52ae8c847112f35568992

Aliases

arxiv: 2412.00864 · arxiv_version: 2412.00864v2 · doi: 10.48550/arxiv.2412.00864 · pith_short_12: OV52TUYKIJYL · pith_short_16: OV52TUYKIJYLCF52 · pith_short_8: OV52TUYK

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/OV52TUYKIJYLCF527XYVHRDRYZ \
  | 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: 757ba9d30a4270b117bafdf153c471c6632c264180c52ae8c847112f35568992

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4abee0c86ba69e7b64a609c7c7a6b9feb0600dede119c0e1ce2f035be58d0624",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.OC",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-01T15:54:50Z",
    "title_canon_sha256": "d0c0f77dac657221fca2199a7dc8b2579700f6ec8319097fb76c0fbf96b5f7b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00864",
    "kind": "arxiv",
    "version": 2
  }
}