Pith Number

pith:4XQZMMQ7

pith:2018:4XQZMMQ7XQSUSBKLNAOHZ52EE6

not attested not anchored not stored refs pending

Explaining Deep Learning Models using Causal Inference

Anush Sankaran, Deepak Vijaykeerthy, Senthil Mani, Tanmayee Narendra

arxiv:1811.04376 v1 · 2018-11-11 · cs.LG · cs.AI · 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{4XQZMMQ7XQSUSBKLNAOHZ52EE6}

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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

Generative Counterfactual Introspection for Explainable Deep Learning

Receipt and verification

First computed	2026-05-18T00:01:05.361680Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5e196321fbc2549054b681c7cf74427bd198f25b054da81d21f86d8815979ee

Aliases

arxiv: 1811.04376 · arxiv_version: 1811.04376v1 · doi: 10.48550/arxiv.1811.04376 · pith_short_12: 4XQZMMQ7XQSU · pith_short_16: 4XQZMMQ7XQSUSBKL · pith_short_8: 4XQZMMQ7

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/4XQZMMQ7XQSUSBKLNAOHZ52EE6 \
  | 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: e5e196321fbc2549054b681c7cf74427bd198f25b054da81d21f86d8815979ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b357412d2c6ba830ba34a2b9d40e89a7a3bc01a60a3b29d559e9de81d7100028",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-11T09:26:55Z",
    "title_canon_sha256": "4c19e6194386c575ab4f393ffc10940cfe5aba6c393880da993de6d670809aa7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.04376",
    "kind": "arxiv",
    "version": 1
  }
}