Pith Number

pith:PHYKB3NZ

pith:2024:PHYKB3NZ5M5SB67UIBGNMPJ6XV

not attested not anchored not stored refs pending

Adversarially robust generalization theory via Jacobian regularization for deep neural networks

Dongya Wu, Xin Li

arxiv:2412.12449 v1 · 2024-12-17 · stat.ML · 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{PHYKB3NZ5M5SB67UIBGNMPJ6XV}

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	2026-07-05T09:50:15.050218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79f0a0edb9eb3b20fbf4404cd63d3ebd52762c97fb13b915e88687e91317c9fd

Aliases

arxiv: 2412.12449 · arxiv_version: 2412.12449v1 · doi: 10.48550/arxiv.2412.12449 · pith_short_12: PHYKB3NZ5M5S · pith_short_16: PHYKB3NZ5M5SB67U · pith_short_8: PHYKB3NZ

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/PHYKB3NZ5M5SB67UIBGNMPJ6XV \
  | 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: 79f0a0edb9eb3b20fbf4404cd63d3ebd52762c97fb13b915e88687e91317c9fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "643b6ef4f8ecbda18b8be510ee5cc0e8b92b3f4f3b178f5e8261c5a8e83a2727",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-17T01:26:42Z",
    "title_canon_sha256": "a7ba59d3b1c3bb8a0394d6455f4fda7209c888abb993a6a6cfcc60fd979df462"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12449",
    "kind": "arxiv",
    "version": 1
  }
}