Pith Number

pith:OY35CQ7A

pith:2024:OY35CQ7AZM4KPFQOEYBTKPEKS7

not attested not anchored not stored refs pending

Connecting Concept Convexity and Human-Machine Alignment in Deep Neural Networks

Lars Kai Hansen, Lenka T\v{e}tkov\'a, Lorenz Linhardt, Teresa Dorszewski

arxiv:2409.06362 v1 · 2024-09-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OY35CQ7AZM4KPFQOEYBTKPEKS7}

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	2026-07-05T09:05:23.418747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7637d143e0cb38a7960e2603353c8a97c2ec7307a9247da7b041ab626af24ac3

Aliases

arxiv: 2409.06362 · arxiv_version: 2409.06362v1 · doi: 10.48550/arxiv.2409.06362 · pith_short_12: OY35CQ7AZM4K · pith_short_16: OY35CQ7AZM4KPFQO · pith_short_8: OY35CQ7A

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/OY35CQ7AZM4KPFQOEYBTKPEKS7 \
  | 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: 7637d143e0cb38a7960e2603353c8a97c2ec7307a9247da7b041ab626af24ac3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d210c6b3c6f079f6740fd2fa14cca37db3a8a876a9a3f32519bc42ee95855b0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-10T09:32:16Z",
    "title_canon_sha256": "632af060e212d0bc73252aea384d94029f065b814e172a085bb2831b7c5196ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06362",
    "kind": "arxiv",
    "version": 1
  }
}