Pith Number

pith:MVCXK2U7

pith:2022:MVCXK2U7IKY7CZHLRJS2DZZNIB

not attested not anchored not stored refs pending

Convexifying Transformers: Improving optimization and understanding of transformer networks

Behnam Neyshabur, Harsh Mehta, Tolga Ergen

arxiv:2211.11052 v1 · 2022-11-20 · cs.LG · cs.AI · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{MVCXK2U7IKY7CZHLRJS2DZZNIB}

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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

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

Globally Optimal Training of Spiking Neural Networks via Parameter Reconstruction

Receipt and verification

First computed	2026-07-05T05:18:08.720088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6545756a9f42b1f164eb8a65a1e72d4076df962a06cc38116c93af6f447e1b51

Aliases

arxiv: 2211.11052 · arxiv_version: 2211.11052v1 · doi: 10.48550/arxiv.2211.11052 · pith_short_12: MVCXK2U7IKY7 · pith_short_16: MVCXK2U7IKY7CZHL · pith_short_8: MVCXK2U7

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/MVCXK2U7IKY7CZHLRJS2DZZNIB \
  | 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: 6545756a9f42b1f164eb8a65a1e72d4076df962a06cc38116c93af6f447e1b51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "675bc2f8c6aec9e5dc4b2fff6fb33115fa04694d5dc09f7c0552c14f3e3ce644",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-20T18:17:47Z",
    "title_canon_sha256": "d7da4a0166441af015e2792b374c8d9e9eba59ba12f7dba08144bde77029bcf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11052",
    "kind": "arxiv",
    "version": 1
  }
}