Pith Number

pith:T3IGRLS3

pith:2025:T3IGRLS3BGJ3CVCX4BO7CUJP7D

not attested not anchored not stored refs pending

Critical attention scaling in long-context transformers

Philippe Rigollet, Shi Chen, Yury Polyanskiy, Zhengjiang Lin

arxiv:2510.05554 v2 · 2025-10-07 · cs.LG · cs.AI · cs.DM · math.CA

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\usepackage{pith}
\pithnumber{T3IGRLS3BGJ3CVCX4BO7CUJP7D}

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Record completeness

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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

4 papers in Pith

Perceptrons and localization of attention's mean-field landscape

A Unified Framework for Critical Scaling of Inverse Temperature in Self-Attention

Quantifying Concentration Phenomena of Mean-Field Transformers in the Low-Temperature Regime

FreeSpec: Training-Free Long Video Generation via Singular-Spectrum Reconstruction

Receipt and verification

First computed	2026-07-31T01:08:51.370122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

9ed068ae5b0993b15457e05df1512ff8ffd0b5fc6524c68cd8260997dcd467f9

Aliases

arxiv: 2510.05554 · arxiv_version: 2510.05554v2 · doi: 10.48550/arxiv.2510.05554 · pith_short_12: T3IGRLS3BGJ3 · pith_short_16: T3IGRLS3BGJ3CVCX · pith_short_8: T3IGRLS3

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/T3IGRLS3BGJ3CVCX4BO7CUJP7D \
  | 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: 9ed068ae5b0993b15457e05df1512ff8ffd0b5fc6524c68cd8260997dcd467f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9940b335e755a44805f4225e15c59d6b655e967b00374834b195355afc1e73e8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DM",
      "math.CA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-07T03:51:57Z",
    "title_canon_sha256": "e8597fec481ada6913ed147f94420ebe3dab9bf165da97c0524cf36d9a95d181"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.05554",
    "kind": "arxiv",
    "version": 2
  }
}