Pith Number

pith:MSL2YDDW

pith:2024:MSL2YDDWY3NZVVPQXTS4RVXZY4

not attested not anchored not stored refs pending

USEFUSE: Uniform Stride for Enhanced Performance in Fused Layer Architecture of Deep Neural Networks

Jeong-A Lee, Muhammad Sohail Ibrahim, Muhammad Usman

arxiv:2412.13724 v2 · 2024-12-18 · cs.LG · cs.AR · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MSL2YDDWY3NZVVPQXTS4RVXZY4}

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	2026-07-05T11:02:15.286858Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6497ac0c76c6db9ad5f0bce5c8d6f9c70cbe7eef821919a325a02d4f1e4a911b

Aliases

arxiv: 2412.13724 · arxiv_version: 2412.13724v2 · doi: 10.48550/arxiv.2412.13724 · pith_short_12: MSL2YDDWY3NZ · pith_short_16: MSL2YDDWY3NZVVPQ · pith_short_8: MSL2YDDW

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/MSL2YDDWY3NZVVPQXTS4RVXZY4 \
  | 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: 6497ac0c76c6db9ad5f0bce5c8d6f9c70cbe7eef821919a325a02d4f1e4a911b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f31a2513f726cea6c4f9e076801db8ee58d146a65c3eec576977a28abec28577",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T11:04:58Z",
    "title_canon_sha256": "2f1d0d911599a85a03f0de70e93fc60e1121241712872f8ed777a92cd88d8be1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13724",
    "kind": "arxiv",
    "version": 2
  }
}