Pith Number

pith:I4264EFQ

pith:2024:I4264EFQLO5ZLTICGHY7K53DQD

not attested not anchored not stored refs pending

Concept Learning in the Wild: Towards Algorithmic Understanding of Neural Networks

Dan Vilenchik, Elad Shoham, Hadar Cohen, Havana Rika, Khalil Wattad

arxiv:2412.11205 v1 · 2024-12-15 · 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{I4264EFQLO5ZLTICGHY7K53DQD}

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	2026-07-05T09:54:30.433393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4735ee10b05bbb95cd0231f1f5776380d102879e34ff2e6ed75cdd0eb9c306cf

Aliases

arxiv: 2412.11205 · arxiv_version: 2412.11205v1 · doi: 10.48550/arxiv.2412.11205 · pith_short_12: I4264EFQLO5Z · pith_short_16: I4264EFQLO5ZLTIC · pith_short_8: I4264EFQ

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/I4264EFQLO5ZLTICGHY7K53DQD \
  | 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: 4735ee10b05bbb95cd0231f1f5776380d102879e34ff2e6ed75cdd0eb9c306cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e07410a04d5f3ba1a714d5ef5cc01c776a28e96574da32feaec5afa56cb2de5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-15T14:37:56Z",
    "title_canon_sha256": "605488cea2439bbb429dd3bc062e6fdb4c01b42e82ee5764f48b3b428dd1776a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11205",
    "kind": "arxiv",
    "version": 1
  }
}