Pith Number

pith:QQQUQSKZ

pith:2024:QQQUQSKZWJ7IXWYBW6HBGALYHD

not attested not anchored not stored refs pending

MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding

Alham Fikri Aji, Ayu Purwarianti, Muhammad Farid Adilazuarda, Zayd Muhammad Kawakibi Zuhri

arxiv:2406.09297 v3 · 2024-06-13 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QQQUQSKZWJ7IXWYBW6HBGALYHD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures

Receipt and verification

First computed	2026-07-05T09:20:44.238764Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8421484959b27e8bdb01b78e13017838cf2aebdd9369953810557d4a6e9e3140

Aliases

arxiv: 2406.09297 · arxiv_version: 2406.09297v3 · doi: 10.48550/arxiv.2406.09297 · pith_short_12: QQQUQSKZWJ7I · pith_short_16: QQQUQSKZWJ7IXWYB · pith_short_8: QQQUQSKZ

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/QQQUQSKZWJ7IXWYBW6HBGALYHD \
  | 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: 8421484959b27e8bdb01b78e13017838cf2aebdd9369953810557d4a6e9e3140

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ea8acb4b3c4e8f8fab949af65e23c586b3fefbcc8043c80f081d31b16b2be22",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-13T16:33:44Z",
    "title_canon_sha256": "aaea7180f1940b3bc68d8b310d6345b181cfdddd2a535492fc111b49744e300b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09297",
    "kind": "arxiv",
    "version": 3
  }
}