Pith Number

pith:YTOBHRPX

pith:2020:YTOBHRPXDNRSQZQE5O3COOUW4O

not attested not anchored not stored refs pending

Non-Convex SGD Learns Halfspaces with Adversarial Label Noise

Christos Tzamos, Ilias Diakonikolas, Nikos Zarifis, Vasilis Kontonis

arxiv:2006.06742 v1 · 2020-06-11 · 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{YTOBHRPXDNRSQZQE5O3COOUW4O}

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	2026-07-05T01:09:46.392786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4dc13c5f71b63286604ebb6273a96e3b169f8a48842805f734d154ebe0a8ede

Aliases

arxiv: 2006.06742 · arxiv_version: 2006.06742v1 · doi: 10.48550/arxiv.2006.06742 · pith_short_12: YTOBHRPXDNRS · pith_short_16: YTOBHRPXDNRSQZQE · pith_short_8: YTOBHRPX

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/YTOBHRPXDNRSQZQE5O3COOUW4O \
  | 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: c4dc13c5f71b63286604ebb6273a96e3b169f8a48842805f734d154ebe0a8ede

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c5e87b2f36c51b3782931157695c1640f321fe0455b10e2d6b58d8ad68cf648",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-11T18:55:59Z",
    "title_canon_sha256": "7ab74b298aca42ae428c5a6cfba54b626116417fe9ca8433b97869c4692743d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.06742",
    "kind": "arxiv",
    "version": 1
  }
}