Pith Number

pith:HFAOGF2G

pith:2025:HFAOGF2G4IBP6ODRMRHP3MO737

not attested not anchored not stored refs pending

From Moments to Models: Graphon-Mixture Learning for Mixup and Contrastive Learning

Ali Azizpour, Reza Ramezanpour, Santiago Segarra

arxiv:2510.03690 v4 · 2025-10-04 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HFAOGF2G4IBP6ODRMRHP3MO737}

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	2026-06-02T01:03:15.208265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3940e31746e202ff3871644efdb1dfdff7efd7c41749f5dc5d43ad801019bc80

Aliases

arxiv: 2510.03690 · arxiv_version: 2510.03690v4 · doi: 10.48550/arxiv.2510.03690 · pith_short_12: HFAOGF2G4IBP · pith_short_16: HFAOGF2G4IBP6ODR · pith_short_8: HFAOGF2G

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/HFAOGF2G4IBP6ODRMRHP3MO737 \
  | 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: 3940e31746e202ff3871644efdb1dfdff7efd7c41749f5dc5d43ad801019bc80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6854da648fe0825b1dc8d93097c10f6a881d6a14b81ffda55c712b8df6928d18",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-04T06:03:04Z",
    "title_canon_sha256": "c1d22e81d32d93c6f69e9b20bf9124ecd42e69d529382dd0e38d9198c8ba68da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.03690",
    "kind": "arxiv",
    "version": 4
  }
}