Pith Number

pith:MA4G475S

pith:2019:MA4G475S2AKZBYSPOJTCVOTQJN

not attested not anchored not stored refs pending

Regularizing Black-box Models for Improved Interpretability (HILL 2019 Version)

Ameet Talwalkar, Eric Xing, Gregory Plumb, Maruan Al-Shedivat

arxiv:1906.01431 v1 · 2019-05-31 · 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{MA4G475S2AKZBYSPOJTCVOTQJN}

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	2026-05-17T23:44:16.639979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60386e7fb2d01590e24f72662aba704b668179fda7a85e7f8fc9dd0a3f0d94b1

Aliases

arxiv: 1906.01431 · arxiv_version: 1906.01431v1 · doi: 10.48550/arxiv.1906.01431 · pith_short_12: MA4G475S2AKZ · pith_short_16: MA4G475S2AKZBYSP · pith_short_8: MA4G475S

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/MA4G475S2AKZBYSPOJTCVOTQJN \
  | 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: 60386e7fb2d01590e24f72662aba704b668179fda7a85e7f8fc9dd0a3f0d94b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25cc2b9dbaf1454e93592c7b15d45bf100ba1dfb9af408411f43098bc768b738",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-31T20:18:33Z",
    "title_canon_sha256": "84314d6664f0e49c86a484c882cb8ab159b4bbaa271d3c72314c8b6d4e02c228"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01431",
    "kind": "arxiv",
    "version": 1
  }
}