Pith Number

pith:3GXOXWYU

pith:2025:3GXOXWYUYPPSXZXGARCEDYFZ5F

not attested not anchored not stored refs pending

Interpretable Machine Learning in Physics: A Review

Miriam Klopotek, Raban Iten, Sebastian Johann Wetzel, Seungwoong Ha, Ziming Liu

arxiv:2503.23616 v1 · 2025-03-30 · physics.comp-ph · 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{3GXOXWYUYPPSXZXGARCEDYFZ5F}

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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

5 papers in Pith

Sparse probes and murky physics: a case study of interpretability challenges in a foundation model for continuum dynamics

Learning Minimal Representations of Many-Body Physics from Snapshots of a Quantum Simulator

KIGNet: Physics-Motivated Multi-Graph Representation Learning for Explainable Jet Tagging

Capturing reduced-order quantum many-body dynamics out of equilibrium via neural ordinary differential equations

Explainable AI for Jet Tagging: A Comparative Study of GNNExplainer, GNNShap, and GradCAM for Jet Tagging in the Lund Jet Plane

Receipt and verification

First computed	2026-07-05T10:41:56.449717Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9aeebdb14c3df2be6e6044441e0b9e962f329590cab421b89f376bf95c75f59

Aliases

arxiv: 2503.23616 · arxiv_version: 2503.23616v1 · doi: 10.48550/arxiv.2503.23616 · pith_short_12: 3GXOXWYUYPPS · pith_short_16: 3GXOXWYUYPPSXZXG · pith_short_8: 3GXOXWYU

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/3GXOXWYUYPPSXZXGARCEDYFZ5F \
  | 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: d9aeebdb14c3df2be6e6044441e0b9e962f329590cab421b89f376bf95c75f59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6edc5e9dd0eab31920eddfda5640fa0d03ab5be7e16f60bd5698982e7a41b38",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2025-03-30T22:44:40Z",
    "title_canon_sha256": "c18477c1bb73f3e1ad9357a6552fc3e933c206bebe03855b97f9f7115e006ab2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23616",
    "kind": "arxiv",
    "version": 1
  }
}