Pith Number

pith:3ZXTLYDO

pith:2025:3ZXTLYDOTIS5FB4HC2Y3EICUA4

not attested not anchored not stored refs pending

LAYA: Layer-wise Attention Aggregation for Interpretable Depth-Aware Neural Networks

Gennaro Vessio

arxiv:2511.12723 v2 · 2025-11-16 · 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{3ZXTLYDOTIS5FB4HC2Y3EICUA4}

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	2026-08-04T00:35:59.858531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de6f35e06e9a25d2878716b1b22054072c2c5d6d84a466780abe091348f276d7

Aliases

arxiv: 2511.12723 · arxiv_version: 2511.12723v2 · doi: 10.48550/arxiv.2511.12723 · pith_short_12: 3ZXTLYDOTIS5 · pith_short_16: 3ZXTLYDOTIS5FB4H · pith_short_8: 3ZXTLYDO

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/3ZXTLYDOTIS5FB4HC2Y3EICUA4 \
  | 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: de6f35e06e9a25d2878716b1b22054072c2c5d6d84a466780abe091348f276d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb1c722f24458be6763d01391763689ca0e8bdb5a24aaf1a02a713314d2d800d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-16T18:22:02Z",
    "title_canon_sha256": "da4514a63be07e702c3c889a1deea270fbf1710015b21f1905e9e0b319ebb741"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.12723",
    "kind": "arxiv",
    "version": 2
  }
}