Pith Number

pith:4475NSN3

pith:2025:4475NSN3HOHXTWFKZJABPQK64R

not attested not anchored not stored refs pending

Interpretable AI for Time-Series: Multi-Model Heatmap Fusion with Global Attention and NLP-Generated Explanations

Jiztom Kavalakkatt Francis, Matthew J Darr

arxiv:2507.00234 v1 · 2025-06-30 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4475NSN3HOHXTWFKZJABPQK64R}

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	2026-07-05T11:30:04.892917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e73fd6c9bb3b8f79d8aaca4017c15ee4660487df3f00e3df64bf3c96cbdc020a

Aliases

arxiv: 2507.00234 · arxiv_version: 2507.00234v1 · doi: 10.48550/arxiv.2507.00234 · pith_short_12: 4475NSN3HOHX · pith_short_16: 4475NSN3HOHXTWFK · pith_short_8: 4475NSN3

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/4475NSN3HOHXTWFKZJABPQK64R \
  | 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: e73fd6c9bb3b8f79d8aaca4017c15ee4660487df3f00e3df64bf3c96cbdc020a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3ab1b353019ea3bc0ad551eab416a39664c28f8996698c8c9cadd2915e1075f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-30T20:04:35Z",
    "title_canon_sha256": "c4a600f559ab844f6ebc4114b4b7394a8554dcee1dff49d9d4c450d44297c64c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00234",
    "kind": "arxiv",
    "version": 1
  }
}