Pith Number

pith:C4J7SV7H

pith:2024:C4J7SV7HTIDCOFN4JRCTA3QJPB

not attested not anchored not stored refs pending

Interpretability Needs a New Paradigm

Andreas Madsen, Himabindu Lakkaraju, Sarath Chandar, Siva Reddy

arxiv:2405.05386 v2 · 2024-05-08 · cs.LG · cs.CL · cs.CV · 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{C4J7SV7HTIDCOFN4JRCTA3QJPB}

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

3 papers in Pith

Reliability, Faithfulness, and the Limits of Post-hoc Explanations of Opaque Scientific Models

Interpretability Can Be Actionable

From Mechanistic to Compositional Interpretability

Receipt and verification

First computed	2026-07-05T09:34:35.676598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1713f957e79a062715bc4c45306e09786055755c3890194d20384d3b10a61312

Aliases

arxiv: 2405.05386 · arxiv_version: 2405.05386v2 · doi: 10.48550/arxiv.2405.05386 · pith_short_12: C4J7SV7HTIDC · pith_short_16: C4J7SV7HTIDCOFN4 · pith_short_8: C4J7SV7H

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/C4J7SV7HTIDCOFN4JRCTA3QJPB \
  | 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: 1713f957e79a062715bc4c45306e09786055755c3890194d20384d3b10a61312

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf5c263d442c5075493b96851e3b79506f15c742ecf1606710f5d8cdf132c805",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-08T19:31:06Z",
    "title_canon_sha256": "b6e84c6b0726b5570f2f66c238074da6d25257fca035a74d564d286aec5acf17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05386",
    "kind": "arxiv",
    "version": 2
  }
}