Pith Number

pith:SDLP3RGP

pith:2023:SDLP3RGPCMIXRIA6SF4BHORKLB

not attested not anchored not stored refs pending

A mathematical perspective on Transformers

Borjan Geshkovski, Cyril Letrouit, Philippe Rigollet, Yury Polyanskiy

arxiv:2312.10794 v5 · 2023-12-17 · cs.LG · math.AP · math.DS

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SDLP3RGPCMIXRIA6SF4BHORKLB}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

23 papers in Pith

Structure Before Collapse: Transient semantic geometry in next-token prediction

Patnaik-Pearson intrinsic dimension for internal representations of neural networks

Attention as Frustrated Synchronization

Patnaik-Pearson intrinsic dimension for internal representations of neural networks

Kuramoto Attention: Synchronizing Self-Attention on the Torus

Receipt and verification

First computed	2026-07-05T11:56:47.732462Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90d6fdc4cf131178a01e917813ba2a584b1d2d5b0f0fe1244d915261146f770c

Aliases

arxiv: 2312.10794 · arxiv_version: 2312.10794v5 · doi: 10.48550/arxiv.2312.10794 · pith_short_12: SDLP3RGPCMIX · pith_short_16: SDLP3RGPCMIXRIA6 · pith_short_8: SDLP3RGP

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/SDLP3RGPCMIXRIA6SF4BHORKLB \
  | 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: 90d6fdc4cf131178a01e917813ba2a584b1d2d5b0f0fe1244d915261146f770c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04cc2a93a04c023d63e55e2cca4d66e6ce5e2c21ce0a87a714e49622d58ddc51",
    "cross_cats_sorted": [
      "math.AP",
      "math.DS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-17T19:06:29Z",
    "title_canon_sha256": "a403911af461508b20360d652ac782632ff046b195d78a8a40727be597a9572e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10794",
    "kind": "arxiv",
    "version": 5
  }
}