Pith Number

pith:LI2MJRJR

pith:2024:LI2MJRJRPKIZECWYVIZPZZFSBC

not attested not anchored not stored refs pending

Incorporating Expert Rules into Neural Networks in the Framework of Concept-Based Learning

Andrei V. Konstantinov, Lev V. Utkin

arxiv:2402.14726 v1 · 2024-02-22 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LI2MJRJRPKIZECWYVIZPZZFSBC}

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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

Survival Concept-Based Learning Models

Receipt and verification

First computed	2026-07-05T07:48:13.902098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a34c4c5317a91920ad8aa32fce4b208862798dad5d134a48e1660c1636b6662

Aliases

arxiv: 2402.14726 · arxiv_version: 2402.14726v1 · doi: 10.48550/arxiv.2402.14726 · pith_short_12: LI2MJRJRPKIZ · pith_short_16: LI2MJRJRPKIZECWY · pith_short_8: LI2MJRJR

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/LI2MJRJRPKIZECWYVIZPZZFSBC \
  | 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: 5a34c4c5317a91920ad8aa32fce4b208862798dad5d134a48e1660c1636b6662

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e500dc65d7e8d2e7b1c2c37b9b5721d0b6585956ffea8f0a3eed2b7c516c8217",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-22T17:33:49Z",
    "title_canon_sha256": "e9db18c8344e0ce8a9d95a4415ee939db400b775decbbc3b2f0116ec522c93c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14726",
    "kind": "arxiv",
    "version": 1
  }
}