Pith Number

pith:OXXEGZ2K

pith:2018:OXXEGZ2KH5LA6O4TSKDRSSCING

not attested not anchored not stored refs pending

MMA Training: Direct Input Space Margin Maximization through Adversarial Training

Gavin Weiguang Ding, Kry Yik Chau Lui, Ruitong Huang, Yash Sharma

arxiv:1812.02637 v4 · 2018-12-06 · cs.LG · cs.NE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OXXEGZ2KH5LA6O4TSKDRSSCING}

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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

3 papers in Pith

SORA: Free Second-Order Attacks in Fast Adversarial Training

Margin-Adaptive Confidence Ranking for Reliable LLM Judgement

Stochastic Krylov Dynamics: Revisiting Operator Growth in Open Quantum Systems

Receipt and verification

First computed	2026-07-05T00:45:50.153297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75ee43674a3f560f3b939287194848698935b863f28472c72f9a01099dac6b60

Aliases

arxiv: 1812.02637 · arxiv_version: 1812.02637v4 · doi: 10.48550/arxiv.1812.02637 · pith_short_12: OXXEGZ2KH5LA · pith_short_16: OXXEGZ2KH5LA6O4T · pith_short_8: OXXEGZ2K

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/OXXEGZ2KH5LA6O4TSKDRSSCING \
  | 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: 75ee43674a3f560f3b939287194848698935b863f28472c72f9a01099dac6b60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dab979b8e66d325913571c70e7d6849d380e7a9abf812771ca9a8d0c2d5b56a8",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-06T16:15:52Z",
    "title_canon_sha256": "886f6c785d1e7bfe22ea9ab8395ab76405aa7005ec7a7aca69fb2b265c99e142"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.02637",
    "kind": "arxiv",
    "version": 4
  }
}