Pith Number

pith:AGKI4TI7

pith:2025:AGKI4TI7IAYDUYA76VUOR2GLWY

not attested not anchored not stored refs pending

From Low Intrinsic Dimensionality to Non-Vacuous Generalization Bounds in Deep Multi-Task Learning

Christoph H. Lampert, Dorsa Ghobadi, Hossein Zakerinia

arxiv:2501.19067 v2 · 2025-01-31 · 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{AGKI4TI7IAYDUYA76VUOR2GLWY}

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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

Deep Multitask Learning for Mixed-Type Outcomes with Shared Sparsity

Receipt and verification

First computed	2026-07-05T11:06:27.487544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01948e4d1f40303a601ff568e8e8cbb62a7846c14aa89bc7365fdc48e2da3cf7

Aliases

arxiv: 2501.19067 · arxiv_version: 2501.19067v2 · doi: 10.48550/arxiv.2501.19067 · pith_short_12: AGKI4TI7IAYD · pith_short_16: AGKI4TI7IAYDUYA7 · pith_short_8: AGKI4TI7

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/AGKI4TI7IAYDUYA76VUOR2GLWY \
  | 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: 01948e4d1f40303a601ff568e8e8cbb62a7846c14aa89bc7365fdc48e2da3cf7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "666f838d3f7fa912c09377a49af14a429fc58c04335776bb530d976e5d1c5984",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T11:53:16Z",
    "title_canon_sha256": "22043333af984c661237e4e0febff3d89ce0394d40467ce3c285d5e2c95cffdf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19067",
    "kind": "arxiv",
    "version": 2
  }
}