Pith Number

pith:NK4REKKJ

pith:2021:NK4REKKJI5KFC62WAHRVWDMY7E

not attested not anchored not stored refs pending

Efficiency-driven Hardware Optimization for Adversarially Robust Neural Networks

Abhiroop Bhattacharjee, Abhishek Moitra, Priyadarshini Panda

arxiv:2105.04003 v1 · 2021-05-09 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NK4REKKJI5KFC62WAHRVWDMY7E}

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	2026-07-05T03:12:04.394617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ab91229494754517b5601e35b0d98f92de77f2795e9aa81a28b934f6ccec8b1

Aliases

arxiv: 2105.04003 · arxiv_version: 2105.04003v1 · doi: 10.48550/arxiv.2105.04003 · pith_short_12: NK4REKKJI5KF · pith_short_16: NK4REKKJI5KFC62W · pith_short_8: NK4REKKJ

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/NK4REKKJI5KFC62WAHRVWDMY7E \
  | 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: 6ab91229494754517b5601e35b0d98f92de77f2795e9aa81a28b934f6ccec8b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c002d33f646409da6864dcb764eba1093e28b1fc9213186df9deb8e4efa27e1",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-09T19:26:25Z",
    "title_canon_sha256": "99c5750c487a0a0a698321eb5e554a00ebbdd27f8992ab6f78eb40cb39872fb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.04003",
    "kind": "arxiv",
    "version": 1
  }
}