Pith Number

pith:BUANOLSA

pith:2024:BUANOLSA6EH3GYGVRHTC3SGL42

not attested not anchored not stored refs pending

Training Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality

Heejune Sheen, Siyu Chen, Tianhao Wang, Zhuoran Yang

arxiv:2402.19442 v2 · 2024-02-29 · cs.LG · cs.AI · math.OC · math.ST · stat.ML · stat.TH

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BUANOLSA6EH3GYGVRHTC3SGL42}

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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

Agentic Transformers Provably Learn to Search via Reinforcement Learning

Learning to Adapt: In-Context Learning Beyond Stationarity

Receipt and verification

First computed	2026-07-05T08:29:23.396659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d00d72e40f10fb360d589e62dc8cbe687711cd699824507b300925a3b2deb18

Aliases

arxiv: 2402.19442 · arxiv_version: 2402.19442v2 · doi: 10.48550/arxiv.2402.19442 · pith_short_12: BUANOLSA6EH3 · pith_short_16: BUANOLSA6EH3GYGV · pith_short_8: BUANOLSA

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/BUANOLSA6EH3GYGVRHTC3SGL42 \
  | 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: 0d00d72e40f10fb360d589e62dc8cbe687711cd699824507b300925a3b2deb18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb1a2fa98b97cc639d287c7b1d78ececa2c35b8a92f2bce71ab85fc15f2fa454",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-29T18:43:52Z",
    "title_canon_sha256": "a010bd88fba21394189b6acc172337e666ef53cc3681352b60ea7d8c85f6deda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.19442",
    "kind": "arxiv",
    "version": 2
  }
}