Pith Number

pith:WWZJFNVV

pith:2026:WWZJFNVVKJLQEVZHHN5IREHJYC

not attested not anchored not stored refs pending

Interpretability in Deep Time Series Models Demands Semantic Alignment

Alberto Termine, Giovanni De Felice, Giuseppe Marra, Pietro Barbiero, Riccardo D'Elia, Silvia Santini

arxiv:2602.02239 v2 · 2026-02-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WWZJFNVVKJLQEVZHHN5IREHJYC}

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	2026-06-02T02:04:50.622767Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5b292b6b552570257273b7a8890e9c0886c7773b6ede63cfbf58e11645efdf5

Aliases

arxiv: 2602.02239 · arxiv_version: 2602.02239v2 · doi: 10.48550/arxiv.2602.02239 · pith_short_12: WWZJFNVVKJLQ · pith_short_16: WWZJFNVVKJLQEVZH · pith_short_8: WWZJFNVV

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/WWZJFNVVKJLQEVZHHN5IREHJYC \
  | 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: b5b292b6b552570257273b7a8890e9c0886c7773b6ede63cfbf58e11645efdf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e027b9bb4b1cf8fb721ba0d03df496e6ea288bcb5c5b0a1af29d6faabac21c7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-02T15:48:30Z",
    "title_canon_sha256": "a5a458c237dc83b117ff3c5fa82018c02c6d55736160d55ccb7eb7f35a6ef29b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.02239",
    "kind": "arxiv",
    "version": 2
  }
}