Pith. sign in
Pith Number

pith:2EDXAJ5J

pith:2023:2EDXAJ5J6BRAEL5G4OFOEDLS76
not attested not anchored not stored refs pending

Investigating the Role of Feed-Forward Networks in Transformers Using Parallel Attention and Feed-Forward Net Design

Richard G. Baraniuk, Shashank Sonkar

arxiv:2305.13297 v2 · 2023-05-22 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2EDXAJ5J6BRAEL5G4OFOEDLS76}

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

2 papers in Pith

Receipt and verification
First computed 2026-07-05T06:13:56.789063Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d1077027a9f062022fa6e38ae20d72ff93d4d8eb269d6c331dbce0ce71b47246

Aliases

arxiv: 2305.13297 · arxiv_version: 2305.13297v2 · doi: 10.48550/arxiv.2305.13297 · pith_short_12: 2EDXAJ5J6BRA · pith_short_16: 2EDXAJ5J6BRAEL5G · pith_short_8: 2EDXAJ5J
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2EDXAJ5J6BRAEL5G4OFOEDLS76 \
  | 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: d1077027a9f062022fa6e38ae20d72ff93d4d8eb269d6c331dbce0ce71b47246
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7d99826ec5ff1eab0f6b3cc42ace4d61a11342ab0f47f251e66660d4f3323583",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T17:56:09Z",
    "title_canon_sha256": "e5bda998f04a865ea6806c6625cb5eee00b3ea733ecbfe51130c743088571cb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13297",
    "kind": "arxiv",
    "version": 2
  }
}