Pith Number

pith:JOLJBKVJ

pith:2021:JOLJBKVJ4AHTTS3Q4J4OP5PK44

not attested not anchored not stored refs pending

Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges

Chaofan Chen, Chudi Zhong, Cynthia Rudin, Haiyang Huang, Lesia Semenova, Zhi Chen

arxiv:2103.11251 v2 · 2021-03-20 · cs.LG · 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{JOLJBKVJ4AHTTS3Q4J4OP5PK44}

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

4 papers in Pith

On the definition and importance of interpretability in scientific machine learning

Improving Dictionary Learning with Gated Sparse Autoencoders

Correcting Influence: Unboxing LLM Outputs with Orthogonal Latent Spaces

Agentic-imodels: Evolving agentic interpretability tools via autoresearch

Receipt and verification

First computed	2026-07-05T03:10:39.095099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b9690aaa9e00f39cb70e278e7f5eae73fd0c9788e663534115d56a879c950f1

Aliases

arxiv: 2103.11251 · arxiv_version: 2103.11251v2 · doi: 10.48550/arxiv.2103.11251 · pith_short_12: JOLJBKVJ4AHT · pith_short_16: JOLJBKVJ4AHTTS3Q · pith_short_8: JOLJBKVJ

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/JOLJBKVJ4AHTTS3Q4J4OP5PK44 \
  | 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: 4b9690aaa9e00f39cb70e278e7f5eae73fd0c9788e663534115d56a879c950f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c193b5ed78b08c9589a2f8eb767f208f385e84fb3ecaa5201a18184a7eff3e5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-20T21:58:27Z",
    "title_canon_sha256": "cb0a552861c1db01d93148b0f733f8df8aa1bf8b4de747974040f917c940c218"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.11251",
    "kind": "arxiv",
    "version": 2
  }
}