Pith Number

pith:LXAQS6XP

pith:2018:LXAQS6XPULBW5QWW6WWVLHDP7C

not attested not anchored not stored refs pending

On the Decision Boundary of Deep Neural Networks

Lizhong Ding, Xin Gao, Yu Li

arxiv:1808.05385 v3 · 2018-08-16 · cs.NE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LXAQS6XPULBW5QWW6WWVLHDP7C}

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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

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

Receipt and verification

First computed	2026-05-17T23:57:07.412507Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dc1097aefa2c36ec2d6f5ad559c6ff8849233e7595234c272d6804e25390ba8

Aliases

arxiv: 1808.05385 · arxiv_version: 1808.05385v3 · doi: 10.48550/arxiv.1808.05385 · pith_short_12: LXAQS6XPULBW · pith_short_16: LXAQS6XPULBW5QWW · pith_short_8: LXAQS6XP

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/LXAQS6XPULBW5QWW6WWVLHDP7C \
  | 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: 5dc1097aefa2c36ec2d6f5ad559c6ff8849233e7595234c272d6804e25390ba8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50ceb5437eada0362bbb597c34cc326a3027782214044073382e7d21109a0fa0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2018-08-16T09:25:50Z",
    "title_canon_sha256": "60b52116ef886dd3cbd009f6f5b28a96b0ac4d97f9d745310d0d6889965fd4b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.05385",
    "kind": "arxiv",
    "version": 3
  }
}