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Pith Number

pith:JHBTHPER

pith:2024:JHBTHPERJSLW73X5P4MDIO7RHL
not attested not anchored not stored refs pending

Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Daniel Murfet, George Wang, Jesse Hoogland, Stan van Wingerden, Zach Furman

arxiv:2410.02984 v1 · 2024-10-03 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JHBTHPERJSLW73X5P4MDIO7RHL}

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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

10 papers in Pith

Receipt and verification
First computed 2026-07-05T09:15:42.533949Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

49c333bc914c976feefd7f18343bf13add20dd7b55f9e4096941cce680658ffc

Aliases

arxiv: 2410.02984 · arxiv_version: 2410.02984v1 · doi: 10.48550/arxiv.2410.02984 · pith_short_12: JHBTHPERJSLW · pith_short_16: JHBTHPERJSLW73X5 · pith_short_8: JHBTHPER
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JHBTHPERJSLW73X5P4MDIO7RHL \
  | 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: 49c333bc914c976feefd7f18343bf13add20dd7b55f9e4096941cce680658ffc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9144b584c4f297073794f93d0d78ac5783c07ead8ccf0604747e262b94950949",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T20:51:02Z",
    "title_canon_sha256": "f18912a91f56cf32df4bd78d45cd3a9d6e5c531d02851eb6502710857afb23da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02984",
    "kind": "arxiv",
    "version": 1
  }
}