Pith Number

pith:EY5K5YYT

pith:2021:EY5K5YYTISD5JCOUQPRC3STITR

not attested not anchored not stored refs pending

Explainable Machine Learning with Prior Knowledge: An Overview

Hanxiao Tan, Katharina Beckh, Laura von Rueden, Matthias Jakobs, Pascal Welke, Raphael Fischer, Sebastian Houben, Sebastian M\"uller, Vanessa Toborek

arxiv:2105.10172 v1 · 2021-05-21 · 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{EY5K5YYTISD5JCOUQPRC3STITR}

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

2 papers in Pith

Tiny Machine-Learning Operations within Cyber-Physical Systems: a Field Study

Interpretable and Explainable Surrogate Modeling for Simulations: A State-of-the-Art Survey and Perspectives on Explainable AI for Decision-Making

Receipt and verification

First computed	2026-07-05T02:42:08.425332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

263aaee3134487d489d483e22dca689c50d62a047ef950dc1b7e11e1ef2a7318

Aliases

arxiv: 2105.10172 · arxiv_version: 2105.10172v1 · doi: 10.48550/arxiv.2105.10172 · pith_short_12: EY5K5YYTISD5 · pith_short_16: EY5K5YYTISD5JCOU · pith_short_8: EY5K5YYT

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/EY5K5YYTISD5JCOUQPRC3STITR \
  | 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: 263aaee3134487d489d483e22dca689c50d62a047ef950dc1b7e11e1ef2a7318

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9442769f3992b2789c8e3c47c58925ccbcd4c61fdb36700478cee2f7c69c4635",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-21T07:33:22Z",
    "title_canon_sha256": "3130f9db4373c2d6b0367f1985dcef5c69f586ab33dc5fc42d15911069f03fa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.10172",
    "kind": "arxiv",
    "version": 1
  }
}