Pith Number

pith:3DBMLTCM

pith:2025:3DBMLTCMEDNNI55HVE26VMI2J6

not attested not anchored not stored refs pending

Deep Fair Learning: A Unified Framework for Fine-tuning Representations with Sufficient Networks

Bei Jiang, Enze Shi, Linglong Kong

arxiv:2504.06470 v1 · 2025-04-08 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{3DBMLTCMEDNNI55HVE26VMI2J6}

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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

Position: Adopt Constraints Over Fixed Penalties in Deep Learning

Receipt and verification

First computed	2026-07-05T10:46:27.497556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8c2c5cc4c20dad477a7a935eab11a4fa51451855fbade5b09d4014c27ce1999

Aliases

arxiv: 2504.06470 · arxiv_version: 2504.06470v1 · doi: 10.48550/arxiv.2504.06470 · pith_short_12: 3DBMLTCMEDNN · pith_short_16: 3DBMLTCMEDNNI55H · pith_short_8: 3DBMLTCM

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/3DBMLTCMEDNNI55HVE26VMI2J6 \
  | 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: d8c2c5cc4c20dad477a7a935eab11a4fa51451855fbade5b09d4014c27ce1999

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fc953210b7438aa19e4b438aa45d15c2b6be7f23649c86b1b766cf26d9800e6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-04-08T22:24:22Z",
    "title_canon_sha256": "4b80a3184c6205fbefb6248977e04bd7f562437f7dfa479badaf38e664f00da2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.06470",
    "kind": "arxiv",
    "version": 1
  }
}