Pith Number

pith:NJ7BJ3LP

pith:2025:NJ7BJ3LPSZD47HMVLA5ISTWFC7

not attested not anchored not stored refs pending

Human-aligned Deep Learning: Explainability, Causality, and Biological Inspiration

Gianluca Carloni

arxiv:2504.13717 v1 · 2025-04-18 · cs.CV · cs.AI · cs.LG · eess.IV · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJ7BJ3LPSZD47HMVLA5ISTWFC7}

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	2026-07-05T10:51:00.886602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a7e14ed6f9647cf9d95583a894ec517c628a6073e64151eca04ec723e28a5ca

Aliases

arxiv: 2504.13717 · arxiv_version: 2504.13717v1 · doi: 10.48550/arxiv.2504.13717 · pith_short_12: NJ7BJ3LPSZD4 · pith_short_16: NJ7BJ3LPSZD47HMV · pith_short_8: NJ7BJ3LP

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/NJ7BJ3LPSZD47HMVLA5ISTWFC7 \
  | 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: 6a7e14ed6f9647cf9d95583a894ec517c628a6073e64151eca04ec723e28a5ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69600594b456dc9b066eb3e221819852898c765d3527ff4586570f9cd73dc539",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.IV",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-18T14:40:58Z",
    "title_canon_sha256": "43021906f8ff2647b3a70710679d609f0efa93857ce7fed250ce7bd457455368"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13717",
    "kind": "arxiv",
    "version": 1
  }
}