Pith Number

pith:K4ESCZH7

pith:2026:K4ESCZH7PCMYU6MDVKOJX6GKRY

not attested not anchored not stored refs pending

Robustness of neural networks to random noise perturbations of their inputs

Mark Levene, Martyn Harris

arxiv:2606.31581 v1 · 2026-06-30 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K4ESCZH7PCMYU6MDVKOJX6GKRY}

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	2026-07-01T01:18:08.300267Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57092164ff78998a7983aa9c9bf8ca8e123caf6c88cd23068b23ff6fd055e548

Aliases

arxiv: 2606.31581 · arxiv_version: 2606.31581v1 · doi: 10.48550/arxiv.2606.31581 · pith_short_12: K4ESCZH7PCMY · pith_short_16: K4ESCZH7PCMYU6MD · pith_short_8: K4ESCZH7

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/K4ESCZH7PCMYU6MDVKOJX6GKRY \
  | 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: 57092164ff78998a7983aa9c9bf8ca8e123caf6c88cd23068b23ff6fd055e548

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c14543df93d345da70f2bc4e80c66a7826c2d41d42e6c48ef6d11a6d771c2be5",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T12:36:21Z",
    "title_canon_sha256": "4c9cb9064a9134700ccacf3273a99336408203f9846af5398024018254f60813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.31581",
    "kind": "arxiv",
    "version": 1
  }
}