Pith. sign in
Pith Number

pith:5BG2NQIV

pith:2023:5BG2NQIVMDBUVCTLI5CCG4C74S
not attested not anchored not stored refs pending

Criticality versus uniformity in deep neural networks

Aleksandar Bukva, Eliot Schwander, Jurriaan de Gier, Kevin T. Grosvenor, Koenraad Schalm, Ro Jefferson

arxiv:2304.04784 v1 · 2023-04-10 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5BG2NQIVMDBUVCTLI5CCG4C74S}

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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.
Receipt and verification
First computed 2026-07-05T06:00:17.849489Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e84da6c11560c34a8a6b474423705fe4802700db01819bb87769d4daf1b16d30

Aliases

arxiv: 2304.04784 · arxiv_version: 2304.04784v1 · doi: 10.48550/arxiv.2304.04784 · pith_short_12: 5BG2NQIVMDBU · pith_short_16: 5BG2NQIVMDBUVCTL · pith_short_8: 5BG2NQIV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5BG2NQIVMDBUVCTLI5CCG4C74S \
  | 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: e84da6c11560c34a8a6b474423705fe4802700db01819bb87769d4daf1b16d30
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1bdf254b6ba2c99c620af66c44d062d9c51eb4b979cc56ffada1469c5c12984e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-10T18:00:00Z",
    "title_canon_sha256": "d657c8fa136e99d25576b0fcd2a7d1c7dd4f83758315498db88f2f91ac8f9550"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04784",
    "kind": "arxiv",
    "version": 1
  }
}