Pith Number

pith:XD746KBW

pith:2022:XD746KBWN7PM77OWZDFMD6TYZ4

not attested not anchored not stored refs pending

Explanatory Learning: Beyond Empiricism in Neural Networks

Andrea Santilli, Antonio Norelli, Emanuele Rodol\`a, Giambattista Parascandolo, Giorgio Mariani, Luca Moschella, Simone Melzi

arxiv:2201.10222 v1 · 2022-01-25 · cs.LG · cs.AI · cs.CL · physics.hist-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XD746KBWN7PM77OWZDFMD6TYZ4}

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.

Cited by

1 paper in Pith

Artificial Scientific Discovery

Receipt and verification

First computed	2026-07-05T03:51:16.878505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8ffcf28366fdecffdd6c8cac1fa78cf0c1ce30982b45f6153becb3f4b1fac8d

Aliases

arxiv: 2201.10222 · arxiv_version: 2201.10222v1 · doi: 10.48550/arxiv.2201.10222 · pith_short_12: XD746KBWN7PM · pith_short_16: XD746KBWN7PM77OW · pith_short_8: XD746KBW

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/XD746KBWN7PM77OWZDFMD6TYZ4 \
  | 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: b8ffcf28366fdecffdd6c8cac1fa78cf0c1ce30982b45f6153becb3f4b1fac8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "deba67ced515fcb43810b2c2867329afe7177fd8ae6477e72ffe6ea652750f5f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "physics.hist-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-25T10:21:53Z",
    "title_canon_sha256": "c8666d109c6181c7c72628817f76a55d4a6006ade17cf0485d759929a8b5d1f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.10222",
    "kind": "arxiv",
    "version": 1
  }
}