Pith Number

pith:TZFD5QPT

pith:2025:TZFD5QPTPTMXXQHYD6CLQ46GME

not attested not anchored not stored refs pending

Enhancing Time Series Forecasting with Fuzzy Attention-Integrated Transformers

Fredrik Heintz, Sanjay Chakraborty

arxiv:2504.00070 v1 · 2025-03-31 · 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{TZFD5QPTPTMXXQHYD6CLQ46GME}

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	2026-07-05T10:42:19.203203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e4a3ec1f37cd97bc0f81f84b873c66126fb4ba9089c0788fe512e11d339805d

Aliases

arxiv: 2504.00070 · arxiv_version: 2504.00070v1 · doi: 10.48550/arxiv.2504.00070 · pith_short_12: TZFD5QPTPTMX · pith_short_16: TZFD5QPTPTMXXQHY · pith_short_8: TZFD5QPT

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/TZFD5QPTPTMXXQHYD6CLQ46GME \
  | 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: 9e4a3ec1f37cd97bc0f81f84b873c66126fb4ba9089c0788fe512e11d339805d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f3ec3b58bb43c381d5c2a28c2c850c37a0f3fa06f63b505761e3bec03f81a73",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-31T17:33:50Z",
    "title_canon_sha256": "56224d0eac990a3ea8013b3f4582b2f3e256333b8aa3c7200950a69ab1672cf0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.00070",
    "kind": "arxiv",
    "version": 1
  }
}