Pith Number

pith:6JZ2B2CW

pith:2019:6JZ2B2CWOTHRM2G64BWPV4IO73

not attested not anchored not stored refs pending

Improved Sample Complexities for Deep Networks and Robust Classification via an All-Layer Margin

Colin Wei, Tengyu Ma

arxiv:1910.04284 v5 · 2019-10-09 · 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{6JZ2B2CWOTHRM2G64BWPV4IO73}

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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

Muon Learns More Robust and Transferable Features than Adam

Receipt and verification

First computed	2026-07-05T02:49:49.653281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f273a0e85674cf1668dee06cfaf10efeec38fe392740556e1fd13648274ae10f

Aliases

arxiv: 1910.04284 · arxiv_version: 1910.04284v5 · doi: 10.48550/arxiv.1910.04284 · pith_short_12: 6JZ2B2CWOTHR · pith_short_16: 6JZ2B2CWOTHRM2G6 · pith_short_8: 6JZ2B2CW

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/6JZ2B2CWOTHRM2G64BWPV4IO73 \
  | 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: f273a0e85674cf1668dee06cfaf10efeec38fe392740556e1fd13648274ae10f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c552d705db6d53b87ef90a4d069cad4a4f774203e77d0c5054fd95e133b88af2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-09T22:45:45Z",
    "title_canon_sha256": "48596b4d9f6de2d80b60bb155c930392310b9bd0f8fa4147ee0cd3880898d10e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.04284",
    "kind": "arxiv",
    "version": 5
  }
}