Pith Number

pith:O6G5VGST

pith:2021:O6G5VGSTXX7SVS4LKUZDA2OQBK

not attested not anchored not stored refs pending

Dynamic Efficient Adversarial Training Guided by Gradient Magnitude

Fu Wang, Wenjie Ruan, Yanbin Zheng, Yanghao Zhang

arxiv:2103.03076 v2 · 2021-03-04 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O6G5VGSTXX7SVS4LKUZDA2OQBK}

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	2026-07-05T05:50:37.140933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

778dda9a53bdff2acb8b55323069d00a815da284f1672582c419c4e53a02dc9d

Aliases

arxiv: 2103.03076 · arxiv_version: 2103.03076v2 · doi: 10.48550/arxiv.2103.03076 · pith_short_12: O6G5VGSTXX7S · pith_short_16: O6G5VGSTXX7SVS4L · pith_short_8: O6G5VGST

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/O6G5VGSTXX7SVS4LKUZDA2OQBK \
  | 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: 778dda9a53bdff2acb8b55323069d00a815da284f1672582c419c4e53a02dc9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c56882720344d6dddcf072afa6b4fa12fb223958933007367174f9bd24b65790",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-04T14:57:53Z",
    "title_canon_sha256": "094586fb2b99296003c5079264ab21261fa25d44d96707bf404f95a218f7221a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.03076",
    "kind": "arxiv",
    "version": 2
  }
}