Pith Number

pith:NE3TZ5M2

pith:2023:NE3TZ5M2EWNNH4NHERQKBAJQP7

not attested not anchored not stored refs pending

A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity

Hongkang Li, Meng Wang, Pin-Yu Chen, Sijia Liu

arxiv:2302.06015 v3 · 2023-02-12 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{NE3TZ5M2EWNNH4NHERQKBAJQP7}

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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

3 papers in Pith

Benign Overfitting in Adversarial Training for Vision Transformers

Visual prompting reimagined: The power of the Activation Prompts

Radiomics-Guided Vision Transformers for Survival Analysis

Receipt and verification

First computed	2026-07-05T07:12:16.054694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69373cf59a259ad3f1a72460a081307ffe946dd5e093053353875b1fb33d591b

Aliases

arxiv: 2302.06015 · arxiv_version: 2302.06015v3 · doi: 10.48550/arxiv.2302.06015 · pith_short_12: NE3TZ5M2EWNN · pith_short_16: NE3TZ5M2EWNNH4NH · pith_short_8: NE3TZ5M2

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/NE3TZ5M2EWNNH4NHERQKBAJQP7 \
  | 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: 69373cf59a259ad3f1a72460a081307ffe946dd5e093053353875b1fb33d591b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "267eeb5790528225dfc38b325a67ea8c0fc0a90417a48418cd29b3ba3509e41d",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-12T22:12:35Z",
    "title_canon_sha256": "641d8ea5a58affadeea6f05b0375bf230a4b22d0bd7ebd0d67fd6cd2e9aa8a5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06015",
    "kind": "arxiv",
    "version": 3
  }
}