Pith Number

pith:H6SPZFVP

pith:2020:H6SPZFVPECA3IOD2ZRUAWNMX56

not attested not anchored not stored refs pending

Improve Generalization and Robustness of Neural Networks via Weight Scale Shifting Invariant Regularizations

Antoni B. Chan, Yufei Cui, Ziquan Liu

arxiv:2008.02965 v2 · 2020-08-07 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H6SPZFVPECA3IOD2ZRUAWNMX56}

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	2026-07-05T04:30:01.946998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fa4fc96af2081b4387acc680b3597ef8b79c2c07bc5f244a66544171eacedd8

Aliases

arxiv: 2008.02965 · arxiv_version: 2008.02965v2 · doi: 10.48550/arxiv.2008.02965 · pith_short_12: H6SPZFVPECA3 · pith_short_16: H6SPZFVPECA3IOD2 · pith_short_8: H6SPZFVP

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/H6SPZFVPECA3IOD2ZRUAWNMX56 \
  | 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: 3fa4fc96af2081b4387acc680b3597ef8b79c2c07bc5f244a66544171eacedd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30b7d5f5978d59d009974990824e6b973c39bae02696e4fd198a550ff10c40f6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-07T02:55:28Z",
    "title_canon_sha256": "43feb07f2f557a8ede90a2e5260f0021d6901f7fc6475978d371910c6915708b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.02965",
    "kind": "arxiv",
    "version": 2
  }
}