Pith Number

pith:LHLZ2VJQ

pith:2019:LHLZ2VJQHRQBT7ATRBGHNQCQN6

not attested not anchored not stored refs pending

Characterizing the Decision Boundary of Deep Neural Networks

Hamid Karimi, Jiliang Tang, Tyler Derr

arxiv:1912.11460 v3 · 2019-12-24 · cs.LG · cs.CV · 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{LHLZ2VJQHRQBT7ATRBGHNQCQN6}

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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

4 papers in Pith

Decision Potential Surface: A Theoretical and Practical Approximation of Large Language Model Decision Boundary

Fast and Lightweight Backdoor Detection via Head Random Probing

The Confusion is Real: GRAPHIC -- A Network Science Approach to Confusion Matrices in Deep Learning

On the Decompositionality of Neural Networks

Receipt and verification

First computed	2026-07-05T01:07:38.692244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59d79d55303c6019fc13884c76c0506facee1e21ab3be7d12413d9643b4e1455

Aliases

arxiv: 1912.11460 · arxiv_version: 1912.11460v3 · doi: 10.48550/arxiv.1912.11460 · pith_short_12: LHLZ2VJQHRQB · pith_short_16: LHLZ2VJQHRQBT7AT · pith_short_8: LHLZ2VJQ

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/LHLZ2VJQHRQBT7ATRBGHNQCQN6 \
  | 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: 59d79d55303c6019fc13884c76c0506facee1e21ab3be7d12413d9643b4e1455

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b3f7a5bd8d5a4e7b3d631dcb8d055a62baede312ca4f671024def07fec8b20f",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-24T18:30:11Z",
    "title_canon_sha256": "36a9847709963e144f8e153e8b8345a9b2f6798787c763fd1867f8555d89d8aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.11460",
    "kind": "arxiv",
    "version": 3
  }
}