Pith Number

pith:PZTTNKXP

pith:2024:PZTTNKXP2BLJNW4XR6RKUZL2EJ

not attested not anchored not stored refs pending

Implicit Bias and Fast Convergence Rates for Self-attention

Bhavya Vasudeva, Christos Thrampoulidis, Puneesh Deora

arxiv:2402.05738 v2 · 2024-02-08 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZTTNKXP2BLJNW4XR6RKUZL2EJ}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T10:41:45.468962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e6736aaefd05696db978fa2aa657a225a8a472179a73ab6a6454e92ea567830

Aliases

arxiv: 2402.05738 · arxiv_version: 2402.05738v2 · doi: 10.48550/arxiv.2402.05738 · pith_short_12: PZTTNKXP2BLJ · pith_short_16: PZTTNKXP2BLJNW4X · pith_short_8: PZTTNKXP

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/PZTTNKXP2BLJNW4XR6RKUZL2EJ \
  | 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: 7e6736aaefd05696db978fa2aa657a225a8a472179a73ab6a6454e92ea567830

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "894e14976d082e1ce51a267d049fe6b0c72073ba0bf22ec8c7ce7a56c4cf9d86",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T15:15:09Z",
    "title_canon_sha256": "fbdc80cbe6c1e59359bc1d013a6e59ea2f26f88f14b4afd068972aa15610522b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05738",
    "kind": "arxiv",
    "version": 2
  }
}