Pith Number

pith:GJ3B3OCT

pith:2026:GJ3B3OCTKHDUTRXCACJDYFI6EY

not attested not anchored not stored refs pending

Interpreting "Interpretability" and Explaining "Explainability" in Machine Learning in Physics

Jesse Thaler, Luisa Lucie-Smith, Rikab Gambhir

arxiv:2606.26228 v1 · 2026-06-24 · physics.data-an · astro-ph.GA · cs.LG · hep-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GJ3B3OCTKHDUTRXCACJDYFI6EY}

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	2026-06-26T00:15:30.460624Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32761db85351c749c6e200923c151e260440525963e24cc2448cf5e3482550c5

Aliases

arxiv: 2606.26228 · arxiv_version: 2606.26228v1 · doi: 10.48550/arxiv.2606.26228 · pith_short_12: GJ3B3OCTKHDU · pith_short_16: GJ3B3OCTKHDUTRXC · pith_short_8: GJ3B3OCT

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/GJ3B3OCTKHDUTRXCACJDYFI6EY \
  | 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: 32761db85351c749c6e200923c151e260440525963e24cc2448cf5e3482550c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "140dd4e130903ef51a65ed275091cfab744bb60af89036a9ecf7e5300d65be76",
    "cross_cats_sorted": [
      "astro-ph.GA",
      "cs.LG",
      "hep-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.data-an",
    "submitted_at": "2026-06-24T18:00:01Z",
    "title_canon_sha256": "1f0ea7bcb233d24c1346bca77c56ba97b557050765e5f414ad29da230006d9a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.26228",
    "kind": "arxiv",
    "version": 1
  }
}