Pith. sign in
Pith Number

pith:M5TQ5DAH

pith:2022:M5TQ5DAHAM2N2U5I2BRXQXPP3B
not attested not anchored not stored refs pending

XAI for Transformers: Better Explanations through Conservative Propagation

Ameen Ali, Gr\'egoire Montavon, Klaus-Robert M\"uller, Lior Wolf, Oliver Eberle, Thomas Schnake

arxiv:2202.07304 v2 · 2022-02-15 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{M5TQ5DAHAM2N2U5I2BRXQXPP3B}

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 2026-07-05T04:34:15.461482Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

67670e8c070334dd53a8d063785defd872b9fdaccfb81d19dfab1163c39a10cf

Aliases

arxiv: 2202.07304 · arxiv_version: 2202.07304v2 · doi: 10.48550/arxiv.2202.07304 · pith_short_12: M5TQ5DAHAM2N · pith_short_16: M5TQ5DAHAM2N2U5I · pith_short_8: M5TQ5DAH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/M5TQ5DAHAM2N2U5I2BRXQXPP3B \
  | 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: 67670e8c070334dd53a8d063785defd872b9fdaccfb81d19dfab1163c39a10cf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4d63b9a378dad87906798cea00f6614879ec74833e6b90db0cf6c1ff20bdb4e7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-15T10:47:11Z",
    "title_canon_sha256": "08be7330b27e304903a6c25833432798a4daecaf38e93eced7c84594b22fbdbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07304",
    "kind": "arxiv",
    "version": 2
  }
}