Pith Number

pith:KCE35VGE

pith:2019:KCE35VGE3N7TR6KWUEYPGRBFPW

not attested not anchored not stored refs pending

Explaining Deep Classification of Time-Series Data with Learned Prototypes

Alan H. Gee, David Paydarfar, Diego Garcia-Olano, Joydeep Ghosh

arxiv:1904.08935 v3 · 2019-04-18 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{KCE35VGE3N7TR6KWUEYPGRBFPW}

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Record completeness

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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

Multi-Stage Prototype Learning for Interpretable Time Series Classification

Receipt and verification

First computed	2026-07-05T00:02:58.194108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5089bed4c4db7f38f956a130f344257d8d7f07d3cb5c38143632c3ca0dedd703

Aliases

arxiv: 1904.08935 · arxiv_version: 1904.08935v3 · doi: 10.48550/arxiv.1904.08935 · pith_short_12: KCE35VGE3N7T · pith_short_16: KCE35VGE3N7TR6KW · pith_short_8: KCE35VGE

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/KCE35VGE3N7TR6KWUEYPGRBFPW \
  | 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: 5089bed4c4db7f38f956a130f344257d8d7f07d3cb5c38143632c3ca0dedd703

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f44df6d12e00c5b76632e6bd0b4f48f624ac066ab7d17f84d9cb20d6088235a7",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-18T07:14:45Z",
    "title_canon_sha256": "8677dc0e8d22e7026c604277da39217ff1007e972177c79e8ea3ae46bcd3c233"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.08935",
    "kind": "arxiv",
    "version": 3
  }
}