Pith Number

pith:7TJXN6N5

pith:2024:7TJXN6N5AQCVSRTPAA354GXU2V

not attested not anchored not stored refs pending

From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers

Ankit Singh Rawat, M. Emrullah Ildiz, Samet Oymak, Yingcong Li, Yixiao Huang

arxiv:2402.13512 v1 · 2024-02-21 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{7TJXN6N5AQCVSRTPAA354GXU2V}

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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

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The Transformer as a Polar State Estimator

Can Transformers predict system collapse in dynamical systems?

Receipt and verification

First computed	2026-07-05T07:47:33.549550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcd376f9bd040559466f0037de1af4d553c3a07a891cba15810a0f19082a5289

Aliases

arxiv: 2402.13512 · arxiv_version: 2402.13512v1 · doi: 10.48550/arxiv.2402.13512 · pith_short_12: 7TJXN6N5AQCV · pith_short_16: 7TJXN6N5AQCVSRTP · pith_short_8: 7TJXN6N5

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/7TJXN6N5AQCVSRTPAA354GXU2V \
  | 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: fcd376f9bd040559466f0037de1af4d553c3a07a891cba15810a0f19082a5289

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9abd1457837dbedb10b25fa998c3381070a811f14d7004243369fa8191a0ac90",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T03:51:34Z",
    "title_canon_sha256": "f577128798fa4228aae5cf47bf9ceb264c7c0141c7328664ede3b6a9d8e88fbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13512",
    "kind": "arxiv",
    "version": 1
  }
}