Pith Number

pith:SBUYY6LZ

pith:2023:SBUYY6LZBDDQFZSTCKDFIZF5WU

not attested not anchored not stored refs pending

The geometry of hidden representations of large transformer models

Alberto Cazzaniga, Alessandro Laio, Alessio Ansuini, Diego Doimo, Francesca Cuturello, Lucrezia Valeriani

arxiv:2302.00294 v2 · 2023-02-01 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{SBUYY6LZBDDQFZSTCKDFIZF5WU}

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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

Texture Representations in Deep Vision Models: Comparing CNNs, Vision Transformers, and Human Perception

Riemannian Geometry for Pre-trained Language Model Embeddings

RDP LoRA: Geometry-Driven Identification for Parameter-Efficient Adaptation in Large Language Models

Receipt and verification

First computed	2026-07-05T07:06:22.855248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90698c797908c702e65312865464bdb505422c20bda301f5e26d1acbb2a53059

Aliases

arxiv: 2302.00294 · arxiv_version: 2302.00294v2 · doi: 10.48550/arxiv.2302.00294 · pith_short_12: SBUYY6LZBDDQ · pith_short_16: SBUYY6LZBDDQFZST · pith_short_8: SBUYY6LZ

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/SBUYY6LZBDDQFZSTCKDFIZF5WU \
  | 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: 90698c797908c702e65312865464bdb505422c20bda301f5e26d1acbb2a53059

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f3371ef950dbb028fd0c71202e4793dc89f9779f14834019c6112540f616862",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-01T07:50:26Z",
    "title_canon_sha256": "37e1c66e0985f6c9e3d34c0217dc60d2fa41fe11df438c3828f4bf5a0ff9a6b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00294",
    "kind": "arxiv",
    "version": 2
  }
}