Pith Number

pith:DA2W27BX

pith:2021:DA2W27BX7PKMHLXRHJBMDW5ZMM

not attested not anchored not stored refs pending

On the Convergence and Robustness of Adversarial Training

Bowen Zhou, James Bailey, Jinfeng Yi, Quanquan Gu, Xingjun Ma, Yisen Wang

arxiv:2112.08304 v2 · 2021-12-15 · 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{DA2W27BX7PKMHLXRHJBMDW5ZMM}

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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

Robust SGLD algorithm for solving non-convex distributionally robust optimisation problems

Receipt and verification

First computed	2026-07-05T04:17:03.803051Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18356d7c37fbd4c3aef13a42c1dbb96312417299376be2f9d40f7c5723d6bc9d

Aliases

arxiv: 2112.08304 · arxiv_version: 2112.08304v2 · doi: 10.48550/arxiv.2112.08304 · pith_short_12: DA2W27BX7PKM · pith_short_16: DA2W27BX7PKMHLXR · pith_short_8: DA2W27BX

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/DA2W27BX7PKMHLXRHJBMDW5ZMM \
  | 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: 18356d7c37fbd4c3aef13a42c1dbb96312417299376be2f9d40f7c5723d6bc9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f6b9ecbb0398d8a1a1ecfc8008c55374a28afd61c9735ed9db988ae1296f189",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-15T17:54:08Z",
    "title_canon_sha256": "99dc7cb53f9a1a3945c56bb4cda94ebeac70358edd5b51043e754e2fe25e13df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08304",
    "kind": "arxiv",
    "version": 2
  }
}