Pith Number

pith:KJ4MW7BA

pith:2024:KJ4MW7BA7CZCKWSQ5HNYC3A77T

not attested not anchored not stored refs pending

Unveiling and Controlling Anomalous Attention Distribution in Transformers

Haoyu Deng, Jifang Hu, Jinrong Jiang, Lian Zhao, Linghan Zheng, Penghao Jiang, Qiuzhuang Sun, Ruiqing Yan, Xingbo Du, Yuhang Shao

arxiv:2407.01601 v2 · 2024-06-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KJ4MW7BA7CZCKWSQ5HNYC3A77T}

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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

2 papers in Pith

The Structural Origin of Attention Sink: Variance Discrepancy, Super Neurons, and Dimension Disparity

Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation

Receipt and verification

First computed	2026-07-05T08:39:36.695371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5278cb7c20f8b2255a50e9db816c1ffcce22e5428478424c922327f8934a9833

Aliases

arxiv: 2407.01601 · arxiv_version: 2407.01601v2 · doi: 10.48550/arxiv.2407.01601 · pith_short_12: KJ4MW7BA7CZC · pith_short_16: KJ4MW7BA7CZCKWSQ · pith_short_8: KJ4MW7BA

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/KJ4MW7BA7CZCKWSQ5HNYC3A77T \
  | 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: 5278cb7c20f8b2255a50e9db816c1ffcce22e5428478424c922327f8934a9833

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d01755ad5d664ed5b59d846e1609f4cc8706734d2904e8b518cde1443a799e2e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-26T11:53:35Z",
    "title_canon_sha256": "efd891f5da99d56810a9ec26297334f0e8698368ebd7b07d44af29adb04bc74b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01601",
    "kind": "arxiv",
    "version": 2
  }
}