Pith Number

pith:QMNQ4KUX

pith:2024:QMNQ4KUX5MZTGG6PI4563CWAVS

not attested not anchored not stored refs pending

Harden Deep Neural Networks Against Fault Injections Through Weight Scaling

Hakaru Tamukoh, Ninnart Fuengfusin

arxiv:2411.18993 v1 · 2024-11-28 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QMNQ4KUX5MZTGG6PI4563CWAVS}

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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

Quantum Tunneling-Aware Machine Learning: Physics-Derived Noise Models for Robust Deployment

Receipt and verification

First computed	2026-07-05T09:41:55.519242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

831b0e2a97eb33331bcf473bed8ac0acb72dad3b5957e533f497dece24073657

Aliases

arxiv: 2411.18993 · arxiv_version: 2411.18993v1 · doi: 10.48550/arxiv.2411.18993 · pith_short_12: QMNQ4KUX5MZT · pith_short_16: QMNQ4KUX5MZTGG6P · pith_short_8: QMNQ4KUX

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/QMNQ4KUX5MZTGG6PI4563CWAVS \
  | 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: 831b0e2a97eb33331bcf473bed8ac0acb72dad3b5957e533f497dece24073657

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8da0d5684c530907a5bbd9eb57e93c1b6760a6b3cff7b47305da98d7a0eeb780",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-28T08:47:23Z",
    "title_canon_sha256": "88093cf2f0287019df1abbbb165e5101219d60aa540f3aecfa5602a4a13405e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18993",
    "kind": "arxiv",
    "version": 1
  }
}