Pith Number

pith:QCRIXGWF

pith:2024:QCRIXGWFC7KS65JW2R52E7W7G2

not attested not anchored not stored refs pending

Selective Attention Improves Transformer

Matan Kalman, Yaniv Leviathan, Yossi Matias

arxiv:2410.02703 v2 · 2024-10-03 · cs.CL · cs.AI · 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{QCRIXGWFC7KS65JW2R52E7W7G2}

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

3 papers in Pith

Attention-based optimizer for symmetry finding

Most Transformer Modifications Still Do Not Transfer at 1-3B: A 2020-2026 Update to Narang et al. (2021) with Downstream Evaluation and a Noise Floor

StreamIndex: Memory-Bounded Compressed Sparse Attention via Streaming Top-k

Receipt and verification

First computed	2026-07-05T10:53:12.198018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80a28b9ac517d52f7536d47ba27edf36b707f2f4c631d92294c11b1d4dc78208

Aliases

arxiv: 2410.02703 · arxiv_version: 2410.02703v2 · doi: 10.48550/arxiv.2410.02703 · pith_short_12: QCRIXGWFC7KS · pith_short_16: QCRIXGWFC7KS65JW · pith_short_8: QCRIXGWF

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/QCRIXGWFC7KS65JW2R52E7W7G2 \
  | 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: 80a28b9ac517d52f7536d47ba27edf36b707f2f4c631d92294c11b1d4dc78208

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "294a279c01343c2095ad5ccb58a47a99bbb7d15734e89a1c72f0bebd7ece87ee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-03T17:27:30Z",
    "title_canon_sha256": "01cf89018f7aa01233eba097b382a67fad683c4d23aea828f8affb04760dea90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02703",
    "kind": "arxiv",
    "version": 2
  }
}