Pith Number

pith:54CNCODK

pith:2021:54CNCODKGEQTGWA4QBDSLL62IW

not attested not anchored not stored refs pending

Formalizing Generalization and Robustness of Neural Networks to Weight Perturbations

Chia-Mu Yu, Chia-Yi Hsu, Pin-Yu Chen, Yu-Lin Tsai

arxiv:2103.02200 v2 · 2021-03-03 · 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{54CNCODKGEQTGWA4QBDSLL62IW}

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	2026-07-05T03:41:38.524271Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef04d1386a312133581c804725afda45bb375212de545705191b5fa651b67e6c

Aliases

arxiv: 2103.02200 · arxiv_version: 2103.02200v2 · doi: 10.48550/arxiv.2103.02200 · pith_short_12: 54CNCODKGEQT · pith_short_16: 54CNCODKGEQTGWA4 · pith_short_8: 54CNCODK

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/54CNCODKGEQTGWA4QBDSLL62IW \
  | 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: ef04d1386a312133581c804725afda45bb375212de545705191b5fa651b67e6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1425c06c0bd99f8bcd6ecb6dba6b765cb9f720eec12478bdd7656632d79fdaf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-03T06:17:03Z",
    "title_canon_sha256": "9075904c62b5ba27bdf820073d180a0665d1c4500fc8a4c394b1b51a610882e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.02200",
    "kind": "arxiv",
    "version": 2
  }
}