Pith Number

pith:THXJR5XD

pith:2018:THXJR5XDK7ERQAVENVJTNT37RW

not attested not anchored not stored refs pending

Understanding the Loss Surface of Neural Networks for Binary Classification

R. Srikant, Ruoyu Sun, Shiyu Liang, Yixuan Li

arxiv:1803.00909 v2 · 2018-02-19 · cs.LG · cs.AI · 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{THXJR5XDK7ERQAVENVJTNT37RW}

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	2026-05-18T00:22:02.032051Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99ee98f6e357c91802a46d5336cf7f8da6f31020fc9225f0f6afbc125a6d2d28

Aliases

arxiv: 1803.00909 · arxiv_version: 1803.00909v2 · doi: 10.48550/arxiv.1803.00909 · pith_short_12: THXJR5XDK7ER · pith_short_16: THXJR5XDK7ERQAVE · pith_short_8: THXJR5XD

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/THXJR5XDK7ERQAVENVJTNT37RW \
  | 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: 99ee98f6e357c91802a46d5336cf7f8da6f31020fc9225f0f6afbc125a6d2d28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "603efe311a746d871ae4c0f81e8976c65fa80698a9b3334ae4fdd83a82620e6e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-19T02:13:38Z",
    "title_canon_sha256": "eb19fb74a7428f2086d53f5d410dd2a169bc0a37499b3f6b09e63736fc750ff2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.00909",
    "kind": "arxiv",
    "version": 2
  }
}