Pith Number

pith:3MCNUBXJ

pith:2024:3MCNUBXJXZQNYZZDQZICDPSTF5

not attested not anchored not stored refs pending

Approximate Top-$k$ for Increased Parallelism

Alberto Cattaneo, Douglas Orr, Luka Ribar, Luke Hudlass-Galley, Oscar Key

arxiv:2412.04358 v1 · 2024-12-05 · 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{3MCNUBXJXZQNYZZDQZICDPSTF5}

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

Guess-Verify-Refine: Data-Aware Top-K for Sparse-Attention Decoding on Blackwell via Temporal Correlation

Receipt and verification

First computed	2026-07-05T09:45:02.723229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db04da06e9be60dc6723865021be532f5ce28837fbde9f8d119f85e400bb996d

Aliases

arxiv: 2412.04358 · arxiv_version: 2412.04358v1 · doi: 10.48550/arxiv.2412.04358 · pith_short_12: 3MCNUBXJXZQN · pith_short_16: 3MCNUBXJXZQNYZZD · pith_short_8: 3MCNUBXJ

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/3MCNUBXJXZQNYZZDQZICDPSTF5 \
  | 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: db04da06e9be60dc6723865021be532f5ce28837fbde9f8d119f85e400bb996d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea4d0996fb5a9f03d1471ff61ce74271a26338b608dbffba794698bd0a16fa13",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T17:17:28Z",
    "title_canon_sha256": "30a8c4b748c14b4badbe0602baec1daa9fa6b5fe7536b14001bf052a08dc8ebd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04358",
    "kind": "arxiv",
    "version": 1
  }
}