Pith Number

pith:RQNE67FK

pith:2024:RQNE67FKEODSQBU3HKFTNPABTX

not attested not anchored not stored refs pending

Training Dynamics of Transformers to Recognize Word Co-occurrence via Gradient Flow Analysis

Bhavya Kailkhura, Hongru Yang, Yingbin Liang, Zhangyang Wang

arxiv:2410.09605 v1 · 2024-10-12 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{RQNE67FKEODSQBU3HKFTNPABTX}

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Record completeness

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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

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Receipt and verification

First computed	2026-07-05T09:20:06.063037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c1a4f7caa238728069b3a8b36bc019dd58ef580d2d78d5eefbde111ae89ef67

Aliases

arxiv: 2410.09605 · arxiv_version: 2410.09605v1 · doi: 10.48550/arxiv.2410.09605 · pith_short_12: RQNE67FKEODS · pith_short_16: RQNE67FKEODSQBU3 · pith_short_8: RQNE67FK

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/RQNE67FKEODSQBU3HKFTNPABTX \
  | 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: 8c1a4f7caa238728069b3a8b36bc019dd58ef580d2d78d5eefbde111ae89ef67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1e9c57cdd7035005ef3883dba816ff54f4ddd18fa08c65e42e2838082ca1f63",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-12T17:50:58Z",
    "title_canon_sha256": "f3e36defbccbf2aa063b4301ccbd8a8506d8f8a34d5fecca37573494ad80e957"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09605",
    "kind": "arxiv",
    "version": 1
  }
}