Pith Number

pith:GUSPZVHZ

pith:2020:GUSPZVHZLISKWMAR7LFPPHFGZJ

not attested not anchored not stored refs pending

Sequential Interpretability: Methods, Applications, and Future Direction for Understanding Deep Learning Models in the Context of Sequential Data

Benjamin Shickel, Parisa Rashidi

arxiv:2004.12524 v1 · 2020-04-27 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GUSPZVHZLISKWMAR7LFPPHFGZJ}

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	2026-07-05T00:58:16.205013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3524fcd4f95a24ab3011facaf79ca6ca6f96a52a84e195d61cef9b6e16128408

Aliases

arxiv: 2004.12524 · arxiv_version: 2004.12524v1 · doi: 10.48550/arxiv.2004.12524 · pith_short_12: GUSPZVHZLISK · pith_short_16: GUSPZVHZLISKWMAR · pith_short_8: GUSPZVHZ

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/GUSPZVHZLISKWMAR7LFPPHFGZJ \
  | 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: 3524fcd4f95a24ab3011facaf79ca6ca6f96a52a84e195d61cef9b6e16128408

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32287e443b452e87fbf56cd3aaa12eed503ac093770bb39d4b183a439073f97b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-27T00:58:42Z",
    "title_canon_sha256": "f7bd5f67fe6057878533468c9462d84e483a1f79ba5faf986fc7caf750b3a724"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.12524",
    "kind": "arxiv",
    "version": 1
  }
}