Pith Number

pith:CAAWSORQ

pith:2022:CAAWSORQAU54JAJ6IDMBB5LYQA

not attested not anchored not stored refs pending

Why Adversarial Training of ReLU Networks Is Difficult?

Hao Zhang, Jie Ren, Quanshi Zhang, Wen Shen, Xu Cheng, Yue Xin

arxiv:2205.15130 v1 · 2022-05-30 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{CAAWSORQAU54JAJ6IDMBB5LYQA}

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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

RL-Selector: Reinforcement Learning-Guided Data Selection via Redundancy Assessment

Receipt and verification

First computed	2026-07-05T04:27:24.863799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1001693a30053bc4813e40d810f578801fbf6429bbc664946fd3603b04135a71

Aliases

arxiv: 2205.15130 · arxiv_version: 2205.15130v1 · doi: 10.48550/arxiv.2205.15130 · pith_short_12: CAAWSORQAU54 · pith_short_16: CAAWSORQAU54JAJ6 · pith_short_8: CAAWSORQ

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/CAAWSORQAU54JAJ6IDMBB5LYQA \
  | 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: 1001693a30053bc4813e40d810f578801fbf6429bbc664946fd3603b04135a71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f04b494f67d0938febd1a6a6ef6350cc9b4c6837a49877e7b02fcedb3344837",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-30T14:22:10Z",
    "title_canon_sha256": "60ffac157643a8d48536d4d540ac01c8f493fd6f88d7dc2b4971ac83af314915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.15130",
    "kind": "arxiv",
    "version": 1
  }
}