Pith Number

pith:LAO5PSNT

pith:2024:LAO5PSNT23OC4MPNDSKEIVEZMJ

not attested not anchored not stored refs pending

WinTSR: A Windowed Temporal Saliency Rescaling Method for Interpreting Time Series Deep Learning Models

Judy Fox, Md. Khairul Islam

arxiv:2412.04532 v3 · 2024-12-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LAO5PSNT23OC4MPNDSKEIVEZMJ}

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.

Receipt and verification

First computed	2026-07-05T10:27:21.148014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

581dd7c9b3d6dc2e31ed1c94445499625dcbaeee775585f3fde00f90a5e9efc0

Aliases

arxiv: 2412.04532 · arxiv_version: 2412.04532v3 · doi: 10.48550/arxiv.2412.04532 · pith_short_12: LAO5PSNT23OC · pith_short_16: LAO5PSNT23OC4MPN · pith_short_8: LAO5PSNT

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/LAO5PSNT23OC4MPNDSKEIVEZMJ \
  | 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: 581dd7c9b3d6dc2e31ed1c94445499625dcbaeee775585f3fde00f90a5e9efc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f3195436c3db32b7eeaddbbac66b868e7d0c39d6577c7d013442b616a4cd4a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T17:15:07Z",
    "title_canon_sha256": "f20211dac964dc9c9ca085fa3bc0f8ab9c6fa4854aff69e5f2cc5b40e10fa23f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04532",
    "kind": "arxiv",
    "version": 3
  }
}