Pith Number

pith:5ZKNCHI4

pith:2015:5ZKNCHI4REVW6EJ2ZKQSFSLEF3

not attested not anchored not stored refs pending

Understanding Neural Networks Through Deep Visualization

Anh Nguyen, Hod Lipson, Jason Yosinski, Jeff Clune, Thomas Fuchs

arxiv:1506.06579 v1 · 2015-06-22 · cs.CV · cs.LG · cs.NE

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\usepackage{pith}
\pithnumber{5ZKNCHI4REVW6EJ2ZKQSFSLEF3}

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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

14 papers in Pith

Neuron ranking -- an informed way to condense convolutional neural networks architecture

Generative Counterfactual Introspection for Explainable Deep Learning

What does it mean to understand a neural network?

Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications

Visual Interaction with Deep Learning Models through Collaborative Semantic Inference

Receipt and verification

First computed	2026-05-18T01:41:44.810145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee54d11d1c892b6f113acaa122c9642ee813f57a72578be6c32671dc562d7b13

Aliases

arxiv: 1506.06579 · arxiv_version: 1506.06579v1 · doi: 10.48550/arxiv.1506.06579 · pith_short_12: 5ZKNCHI4REVW · pith_short_16: 5ZKNCHI4REVW6EJ2 · pith_short_8: 5ZKNCHI4

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/5ZKNCHI4REVW6EJ2ZKQSFSLEF3 \
  | 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: ee54d11d1c892b6f113acaa122c9642ee813f57a72578be6c32671dc562d7b13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cc72ea528e78f854eaf2843d439855d7386c27228e274293e6437adfd4a1259",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/3.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2015-06-22T12:57:15Z",
    "title_canon_sha256": "e71006db4974890f7957cb20afc81d23ba5c12f4326b551aa4ce4daa6a7959ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.06579",
    "kind": "arxiv",
    "version": 1
  }
}