Pith Number

pith:YISDRZHP

pith:2023:YISDRZHPY6ACIHHBW2YZUWJMG2

not attested not anchored not stored refs pending

Improving Deep Learning Optimization through Constrained Parameter Regularization

Frank Hutter, Gregor Koehler, J\"org K.H. Franke, Michael Hefenbrock

arxiv:2311.09058 v4 · 2023-11-15 · 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{YISDRZHPY6ACIHHBW2YZUWJMG2}

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.

Cited by

1 paper in Pith

Training nGPT

Receipt and verification

First computed	2026-07-05T09:45:41.971693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c22438e4efc780241ce1b6b19a592c3680cf226c92f1e0046e3f539e4f86015f

Aliases

arxiv: 2311.09058 · arxiv_version: 2311.09058v4 · doi: 10.48550/arxiv.2311.09058 · pith_short_12: YISDRZHPY6AC · pith_short_16: YISDRZHPY6ACIHHB · pith_short_8: YISDRZHP

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/YISDRZHPY6ACIHHBW2YZUWJMG2 \
  | 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: c22438e4efc780241ce1b6b19a592c3680cf226c92f1e0046e3f539e4f86015f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b35d70f029134137ff83eff8051f98185834f05bf6e98f883fd5ffb12c74fd3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-15T15:50:34Z",
    "title_canon_sha256": "e685eb6ad89559c9ac3d99692441bdb90c01a2490254c989e9249c06c559c60e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.09058",
    "kind": "arxiv",
    "version": 4
  }
}