Pith Number

pith:752OIZZG

pith:2024:752OIZZGB7LYFMEOHWHHFSYJKJ

not attested not anchored not stored refs pending

Generalization Analysis for Deep Contrastive Representation Learning

Antoine Ledent, Cheng Yeaw Ku, Nong Minh Hieu, Yunwen Lei

arxiv:2412.12014 v2 · 2024-12-16 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{752OIZZGB7LYFMEOHWHHFSYJKJ}

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	2026-07-05T09:51:40.112363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff74e467260fd782b08e3d8e72cb09526807636dab38e7e01105702cb792bdd6

Aliases

arxiv: 2412.12014 · arxiv_version: 2412.12014v2 · doi: 10.48550/arxiv.2412.12014 · pith_short_12: 752OIZZGB7LY · pith_short_16: 752OIZZGB7LYFMEO · pith_short_8: 752OIZZG

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/752OIZZGB7LYFMEOHWHHFSYJKJ \
  | 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: ff74e467260fd782b08e3d8e72cb09526807636dab38e7e01105702cb792bdd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea49232f2bd5ad185913f1154b6379c7dba1bfc7b23845cfb887dde4272f5002",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-16T17:40:05Z",
    "title_canon_sha256": "540ab626ad24588bc7f30d6129d894acd6a6992f4b6f06db33e6ec5be7da6fe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12014",
    "kind": "arxiv",
    "version": 2
  }
}