Pith Number

pith:WOB5BESL

pith:2020:WOB5BESLNJ6OBHUHG73KYPKDQ5

not attested not anchored not stored refs pending

SAT: Improving Adversarial Training via Curriculum-Based Loss Smoothing

Chawin Sitawarin, David Wagner, Supriyo Chakraborty

arxiv:2003.09347 v3 · 2020-03-18 · cs.LG · cs.CR · 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{WOB5BESLNJ6OBHUHG73KYPKDQ5}

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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

Theoretical Analysis of Relative Errors in Gradient Computations for Adversarial Attacks with CE Loss

Receipt and verification

First computed	2026-07-05T03:29:45.170574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b383d0924b6a7ce09e8737f6ac3d438744415b0fb98bcaa0b584860f49675e9a

Aliases

arxiv: 2003.09347 · arxiv_version: 2003.09347v3 · doi: 10.48550/arxiv.2003.09347 · pith_short_12: WOB5BESLNJ6O · pith_short_16: WOB5BESLNJ6OBHUH · pith_short_8: WOB5BESL

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/WOB5BESLNJ6OBHUHG73KYPKDQ5 \
  | 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: b383d0924b6a7ce09e8737f6ac3d438744415b0fb98bcaa0b584860f49675e9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5742b14f7e39374e24956f2dbd36e6cbbbd8fc31ec352e144852a5c51a7867f3",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-18T20:59:45Z",
    "title_canon_sha256": "68ffa72bde1ec78f8c7534574a69a95a3e48ac892b7fec3afd06a3f3f42e804c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09347",
    "kind": "arxiv",
    "version": 3
  }
}