Pith Number

pith:2WYFVELR

pith:2020:2WYFVELRDUOZX2XGKDSXZMNQUH

not attested not anchored not stored refs pending

Efficient Content-Based Sparse Attention with Routing Transformers

Ashish Vaswani, Aurko Roy, David Grangier, Mohammad Saffar

arxiv:2003.05997 v5 · 2020-03-12 · cs.LG · eess.AS · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2WYFVELRDUOZX2XGKDSXZMNQUH}

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

6 papers in Pith

FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Rethinking Attention with Performers

Deformable DETR: Deformable Transformers for End-to-End Object Detection

PaLM: Scaling Language Modeling with Pathways

Receipt and verification

First computed	2026-07-05T01:45:41.998969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5b05a91711d1d9beae650e57cb1b0a1e652e82c5a11c9df7b4ef1dad61b75e4

Aliases

arxiv: 2003.05997 · arxiv_version: 2003.05997v5 · doi: 10.48550/arxiv.2003.05997 · pith_short_12: 2WYFVELRDUOZ · pith_short_16: 2WYFVELRDUOZX2XG · pith_short_8: 2WYFVELR

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/2WYFVELRDUOZX2XGKDSXZMNQUH \
  | 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: d5b05a91711d1d9beae650e57cb1b0a1e652e82c5a11c9df7b4ef1dad61b75e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fdc36c75d72d8a70e23ccfc6f02cff683438b913f5e2e143906df26a4aa318d",
    "cross_cats_sorted": [
      "eess.AS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-12T19:50:14Z",
    "title_canon_sha256": "65437cff0a2cda8057eb3d01c308993e2abbd57c95c8ff4f15e528d07b1a51a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.05997",
    "kind": "arxiv",
    "version": 5
  }
}