Pith Number

pith:4VOQX6F6

pith:2020:4VOQX6F66KBTAC2V5SS7M4VHXR

not attested not anchored not stored refs pending

Deep Neural Network Training with Frank-Wolfe

Christoph Spiegel, Max Zimmer, Sebastian Pokutta

arxiv:2010.07243 v2 · 2020-10-14 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4VOQX6F66KBTAC2V5SS7M4VHXR}

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 Deep Learning Models with Norm-Constrained LMOs

Receipt and verification

First computed	2026-07-05T01:44:51.251829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e55d0bf8bef283300b55eca5f672a7bc47b5625dd90c1d4c5dd136d4cf45808b

Aliases

arxiv: 2010.07243 · arxiv_version: 2010.07243v2 · doi: 10.48550/arxiv.2010.07243 · pith_short_12: 4VOQX6F66KBT · pith_short_16: 4VOQX6F66KBTAC2V · pith_short_8: 4VOQX6F6

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/4VOQX6F66KBTAC2V5SS7M4VHXR \
  | 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: e55d0bf8bef283300b55eca5f672a7bc47b5625dd90c1d4c5dd136d4cf45808b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e71d119ba76b21df08277ba5b488d8a56d14f50588c87dde88a6d840ad94006e",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-14T17:03:58Z",
    "title_canon_sha256": "c49336177e681a8d470f1a2fb515298f9bcf9f48e0f6759ee8defdfbb175aa12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.07243",
    "kind": "arxiv",
    "version": 2
  }
}