Pith Number

pith:PIOYV767

pith:2025:PIOYV767DWVONS5SLN7GHPFBJH

not attested not anchored not stored refs pending

From Concepts to Components: Concept-Agnostic Attention Module Discovery in Transformers

Jingtong Su, Julia Kempe, Karen Ullrich

arxiv:2506.17052 v1 · 2025-06-20 · 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{PIOYV767DWVONS5SLN7GHPFBJH}

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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

1 paper in Pith

Towards Robustness against Typographic Attack with Training-free Concept Localization

Receipt and verification

First computed	2026-07-05T11:24:55.576652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a1d8affdf1daae6cbb25b7e63bca149d05d73335b5f301752c6d4638e6e17e1

Aliases

arxiv: 2506.17052 · arxiv_version: 2506.17052v1 · doi: 10.48550/arxiv.2506.17052 · pith_short_12: PIOYV767DWVO · pith_short_16: PIOYV767DWVONS5S · pith_short_8: PIOYV767

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/PIOYV767DWVONS5SLN7GHPFBJH \
  | 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: 7a1d8affdf1daae6cbb25b7e63bca149d05d73335b5f301752c6d4638e6e17e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed46625cd60fcb99bfeaa1775dccbb19fed5d3e8407cb4eb8073bac3c11c3b86",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-20T15:04:11Z",
    "title_canon_sha256": "ef17dd1674103bf05416b7721c0c7788a9e7ac84200788e77b1aef824c30e235"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17052",
    "kind": "arxiv",
    "version": 1
  }
}