Pith Number

pith:IBXMEMXB

pith:2023:IBXMEMXBC5P6SLFVOSOYNWEG2Y

not attested not anchored not stored refs pending

Node Perturbation Can Effectively Train Multi-Layer Neural Networks

Marcel van Gerven, Nasir Ahmad, Sander Dalm

arxiv:2310.00965 v8 · 2023-10-02 · 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{IBXMEMXBC5P6SLFVOSOYNWEG2Y}

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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

Training Non-Differentiable Networks via Optimal Transport

Receipt and verification

First computed	2026-06-03T01:05:42.444180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

406ec232e1175fe92cb5749d86d886d63ac1746dda92df7bf9d3da590c7ce114

Aliases

arxiv: 2310.00965 · arxiv_version: 2310.00965v8 · doi: 10.48550/arxiv.2310.00965 · pith_short_12: IBXMEMXBC5P6 · pith_short_16: IBXMEMXBC5P6SLFV · pith_short_8: IBXMEMXB

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/IBXMEMXBC5P6SLFVOSOYNWEG2Y \
  | 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: 406ec232e1175fe92cb5749d86d886d63ac1746dda92df7bf9d3da590c7ce114

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "246df41eaa3678088ac3d0968028574b30a9626ddaa400c22c6b88c16438e142",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T08:12:51Z",
    "title_canon_sha256": "c8e8037545c61ec7863003f6ef767ae36c204100faa6adc17d881cffdb5c21a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00965",
    "kind": "arxiv",
    "version": 8
  }
}