Pith Number

pith:2QIJJL74

pith:2026:2QIJJL74BYUM2SYMPFFX2WXDE4

not attested not anchored not stored refs pending

Spectral Outliers Reveal Dominant Learned Structure in Transformer Attention

Kasun Dewage, Marianna Pensky, Suranadi De Silva, T. H. Bandara

arxiv:2608.07921 v1 · 2026-08-08 · 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{2QIJJL74BYUM2SYMPFFX2WXDE4}

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	2026-08-11T01:18:56.051083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d41094affc0e28cd4b0c794b7d5ae3273861258050748ecf995f2a6a365b421a

Aliases

arxiv: 2608.07921 · arxiv_version: 2608.07921v1 · doi: 10.48550/arxiv.2608.07921 · pith_short_12: 2QIJJL74BYUM · pith_short_16: 2QIJJL74BYUM2SYM · pith_short_8: 2QIJJL74

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/2QIJJL74BYUM2SYMPFFX2WXDE4 \
  | 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: d41094affc0e28cd4b0c794b7d5ae3273861258050748ecf995f2a6a365b421a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68f588c36d1cf2278c5ec8a8831e1305b3bc57b622ad10214d5e23ba6dff7f8c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-08T04:56:11Z",
    "title_canon_sha256": "1b46bf2adbbc6855ec524b740de1f3c94af593bbeb1c25a4fa4745dcab47fa42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.07921",
    "kind": "arxiv",
    "version": 1
  }
}