Pith Number

pith:SMN3TONE

pith:2025:SMN3TONEF2C4SQCZWXSEHZABRN

not attested not anchored not stored refs pending

Understanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods

Alexander Hsu, Rongjie Lai, Wenjing Liao, Zhaiming Shen

arxiv:2506.10959 v3 · 2025-06-12 · cs.LG · cs.AI · math.ST · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SMN3TONEF2C4SQCZWXSEHZABRN}

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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

4 papers in Pith

Transformers for Learning on Noisy and Task-Level Manifolds: Approximation and Generalization Insights

Transformers Can Implement Preconditioned Richardson Iteration for In-Context Gaussian Kernel Regression

Understanding In-Context Learning for Nonlinear Regression with Transformers: Attention as Featurizer

Receipt and verification

First computed	2026-05-20T00:02:51.105133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

931bb9b9a42e85c94059b5e443e4018b5fc8cb1beb486eb9b6e0187759c44e0f

Aliases

arxiv: 2506.10959 · arxiv_version: 2506.10959v3 · doi: 10.48550/arxiv.2506.10959 · pith_short_12: SMN3TONEF2C4 · pith_short_16: SMN3TONEF2C4SQCZ · pith_short_8: SMN3TONE

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/SMN3TONEF2C4SQCZWXSEHZABRN \
  | 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: 931bb9b9a42e85c94059b5e443e4018b5fc8cb1beb486eb9b6e0187759c44e0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3693f6da28f0bfd714997055f5ede9e6fd3d6c2fa1aa4dc24b8cd14c43aaa01b",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-12T17:56:26Z",
    "title_canon_sha256": "a14a85fa9854b8936ab5b83f9313d9079968072fb53ae0f95eef8fc0c78beb09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10959",
    "kind": "arxiv",
    "version": 3
  }
}