Pith Number

pith:VFF3PSW5

pith:2024:VFF3PSW5O3MEXM64FEFQJH6FHD

not attested not anchored not stored refs pending

Hard to Explain: On the Computational Hardness of In-Distribution Model Interpretation

Guy Amir, Guy Katz, Shahaf Bassan

arxiv:2408.03915 v1 · 2024-08-07 · cs.LG · cs.CC · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VFF3PSW5O3MEXM64FEFQJH6FHD}

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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

1 paper in Pith

Explain Yourself, Briefly! Self-Explaining Neural Networks with Concise Sufficient Reasons

Receipt and verification

First computed	2026-07-05T08:53:12.857947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a94bb7cadd76d84bb3dc290b049fc538e3b26a5daaadd26b4146fc949bd198c4

Aliases

arxiv: 2408.03915 · arxiv_version: 2408.03915v1 · doi: 10.48550/arxiv.2408.03915 · pith_short_12: VFF3PSW5O3ME · pith_short_16: VFF3PSW5O3MEXM64 · pith_short_8: VFF3PSW5

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/VFF3PSW5O3MEXM64FEFQJH6FHD \
  | 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: a94bb7cadd76d84bb3dc290b049fc538e3b26a5daaadd26b4146fc949bd198c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a17c2d1da16143632c85430412fc9e8b28a07c1e78040b273c49dedee5dfac30",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.LO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-07T17:20:52Z",
    "title_canon_sha256": "40c7a24773322538c944178346f4123161620c598dd776f4778fdebfa6368117"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03915",
    "kind": "arxiv",
    "version": 1
  }
}