Pith Number

pith:ILDTLKZ4

pith:2024:ILDTLKZ43UICDP6ZJW4HFTT6TF

not attested not anchored not stored refs pending

Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers

Alina Fastowski, Felix Pfeiffer, Gjergji Kasneci, Tobias Leemann

arxiv:2405.13536 v2 · 2024-05-22 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ILDTLKZ43UICDP6ZJW4HFTT6TF}

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	2026-07-05T09:58:58.389771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42c735ab3cdd1021bfd94db872ce7e996865ef371beaa2141ccfd8e6f53b7ce5

Aliases

arxiv: 2405.13536 · arxiv_version: 2405.13536v2 · doi: 10.48550/arxiv.2405.13536 · pith_short_12: ILDTLKZ43UIC · pith_short_16: ILDTLKZ43UICDP6Z · pith_short_8: ILDTLKZ4

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/ILDTLKZ43UICDP6ZJW4HFTT6TF \
  | 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: 42c735ab3cdd1021bfd94db872ce7e996865ef371beaa2141ccfd8e6f53b7ce5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3f0571d41f51ab431743cf59e8f39217742d82c4206081f6839cfac54880b4a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T11:14:00Z",
    "title_canon_sha256": "c59643000e21f9157c95ef661ff9c745cffc1b56d7a4c5024fc8000ecc6d6780"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13536",
    "kind": "arxiv",
    "version": 2
  }
}