Pith Number

pith:GY5VBGTQ

pith:2024:GY5VBGTQ37N6F7FZ4AAJACMNMI

not attested not anchored not stored refs pending

Implicit Regularization of Gradient Flow on One-Layer Softmax Attention

Harrison H. Zhou, Heejune Sheen, Siyu Chen, Tianhao Wang

arxiv:2403.08699 v1 · 2024-03-13 · cs.LG · cs.AI · 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{GY5VBGTQ37N6F7FZ4AAJACMNMI}

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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

2 papers in Pith

Phase Transitions in Attention: A Bayesian Theory of Copy Head Emergence

Federated LoRA Fine-Tuning for LLMs via Collaborative Alignment

Receipt and verification

First computed	2026-07-05T07:55:42.588812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

363b509a70dfdbe2fcb9e00090098d6213f10f7668d5eea762ad4c8824d8936b

Aliases

arxiv: 2403.08699 · arxiv_version: 2403.08699v1 · doi: 10.48550/arxiv.2403.08699 · pith_short_12: GY5VBGTQ37N6 · pith_short_16: GY5VBGTQ37N6F7FZ · pith_short_8: GY5VBGTQ

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/GY5VBGTQ37N6F7FZ4AAJACMNMI \
  | 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: 363b509a70dfdbe2fcb9e00090098d6213f10f7668d5eea762ad4c8824d8936b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f79993c254686a6268a32e20679b5873753c53503e39972db47adc0a3d98406",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-13T17:02:27Z",
    "title_canon_sha256": "820748c4db5d62466873ba92e9dd334b64b6164795a97019d0115cfba0091da9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08699",
    "kind": "arxiv",
    "version": 1
  }
}