Pith Number

pith:ZPH7BV5T

pith:2024:ZPH7BV5TD6XDDI6CLYYQUBTCFI

not attested not anchored not stored refs pending

Enhancing Neural Network Robustness Against Fault Injection Through Non-linear Weight Transformations

Hakaru Tamukoh, Ninnart Fuengfusin

arxiv:2411.19027 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{ZPH7BV5TD6XDDI6CLYYQUBTCFI}

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.

Receipt and verification

First computed	2026-07-05T09:41:56.261083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbcff0d7b31fae31a3c25e310a06622a137dd29e0974eb2909eb76ae4471ebef

Aliases

arxiv: 2411.19027 · arxiv_version: 2411.19027v1 · doi: 10.48550/arxiv.2411.19027 · pith_short_12: ZPH7BV5TD6XD · pith_short_16: ZPH7BV5TD6XDDI6C · pith_short_8: ZPH7BV5T

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/ZPH7BV5TD6XDDI6CLYYQUBTCFI \
  | 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: cbcff0d7b31fae31a3c25e310a06622a137dd29e0974eb2909eb76ae4471ebef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32d7ac57f93dc377861d5e97ba6f7b3648ae2978318c3f72ae49def9eccbe0c3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-28T10:01:39Z",
    "title_canon_sha256": "dfddee041e630a2e868e128136679ffcc0a8707a57fbf32be8ac727041103ef2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19027",
    "kind": "arxiv",
    "version": 1
  }
}