Pith Number

pith:AUV4XHSY

pith:2024:AUV4XHSYFCR5GRH7XV6JV6CGX2

not attested not anchored not stored refs pending

Dynamic metastability in the self-attention model

Borjan Geshkovski, Hugo Koubbi, Philippe Rigollet, Yury Polyanskiy

arxiv:2410.06833 v1 · 2024-10-09 · 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{AUV4XHSYFCR5GRH7XV6JV6CGX2}

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

11 papers in Pith

Analogies between Transformer Layers and Power Method

Reachability and asymptotics of Gaussian Transformer dynamics

Quantitative Clustering in Mean-Field Transformer Models

Propagation of Chaos in Contextual Flow Maps

A Unified Framework for Critical Scaling of Inverse Temperature in Self-Attention

Receipt and verification

First computed	2026-07-05T09:18:07.492165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

052bcb9e5828a3d344ffbd7c9af846bea8a93ae2b149cdee254cb6d84194dd8e

Aliases

arxiv: 2410.06833 · arxiv_version: 2410.06833v1 · doi: 10.48550/arxiv.2410.06833 · pith_short_12: AUV4XHSYFCR5 · pith_short_16: AUV4XHSYFCR5GRH7 · pith_short_8: AUV4XHSY

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/AUV4XHSYFCR5GRH7XV6JV6CGX2 \
  | 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: 052bcb9e5828a3d344ffbd7c9af846bea8a93ae2b149cdee254cb6d84194dd8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce07645cf5bb52aa9c5fb876384a0934591aa7fee1284184979b256d2331f216",
    "cross_cats_sorted": [
      "math.AP",
      "math.DS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-09T12:50:50Z",
    "title_canon_sha256": "8533e300ae24377ea6317298297a3a5253422b93d9c74caa98e58991e7f9380c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06833",
    "kind": "arxiv",
    "version": 1
  }
}