Pith Number

pith:D5X36KDO

pith:2022:D5X36KDOSCEIO6LU7ULJVJEB5F

not attested not anchored not stored refs pending

Depth-Wise Attention (DWAtt): A Layer Fusion Method for Data-Efficient Classification

Badr AlKhamissi, Mona Diab, Muhammad ElNokrashy

arxiv:2209.15168 v2 · 2022-09-30 · cs.CL · 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{D5X36KDOSCEIO6LU7ULJVJEB5F}

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.

Cited by

1 paper in Pith

MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections

Receipt and verification

First computed	2026-07-05T08:16:19.215932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f6fbf286e9088877974fd169aa481e9789470fe1f5122e844bd2eece0e69c24

Aliases

arxiv: 2209.15168 · arxiv_version: 2209.15168v2 · doi: 10.48550/arxiv.2209.15168 · pith_short_12: D5X36KDOSCEI · pith_short_16: D5X36KDOSCEIO6LU · pith_short_8: D5X36KDO

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/D5X36KDOSCEIO6LU7ULJVJEB5F \
  | 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: 1f6fbf286e9088877974fd169aa481e9789470fe1f5122e844bd2eece0e69c24

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38cfdacf9576ec0da9e96df4174a24429d91a9199fbf17c3b09e959e1d897757",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-09-30T01:39:55Z",
    "title_canon_sha256": "d33607652fe654b79269f11180f09100cb3278a791dd16adb794db5465111550"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15168",
    "kind": "arxiv",
    "version": 2
  }
}