Pith Number

pith:62DW453G

pith:2024:62DW453GZKKFFCNMJN3QCW54KW

not attested not anchored not stored refs pending

Interpretable Concept-Based Memory Reasoning

David Debot, Francesco Giannini, Gabriele Ciravegna, Giuseppe Marra, Michelangelo Diligenti, Pietro Barbiero

arxiv:2407.15527 v2 · 2024-07-22 · cs.AI · 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{62DW453GZKKFFCNMJN3QCW54KW}

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

If Concept Bottlenecks are the Question, are Foundation Models the Answer?

Receipt and verification

First computed	2026-07-05T09:35:50.648035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6876e7766ca945289ac4b77015bbc559ba8aebab657147f96e90c3edb594b77

Aliases

arxiv: 2407.15527 · arxiv_version: 2407.15527v2 · doi: 10.48550/arxiv.2407.15527 · pith_short_12: 62DW453GZKKF · pith_short_16: 62DW453GZKKFFCNM · pith_short_8: 62DW453G

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/62DW453GZKKFFCNMJN3QCW54KW \
  | 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: f6876e7766ca945289ac4b77015bbc559ba8aebab657147f96e90c3edb594b77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "980b666b61da6aa5b6a5552c2edf8a8966808eb1837621123562d1a337160c11",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-22T10:32:48Z",
    "title_canon_sha256": "de9e9dd588d69ec2a7768c5c8189e2a32a85349b1f107bf542d4dcfe8e027ae0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15527",
    "kind": "arxiv",
    "version": 2
  }
}