Pith Number

pith:4ILR6XJ5

pith:2021:4ILR6XJ5JD7PT3OAPQLTIXPJH5

not attested not anchored not stored refs pending

Stable, Fast and Accurate: Kernelized Attention with Relative Positional Encoding

Di He, Dinglan Peng, Guolin Ke, Liwei Wang, Shanda Li, Shengjie Luo, Shuxin Zheng, Tianle Cai, Tie-Yan Liu

arxiv:2106.12566 v2 · 2021-06-23 · cs.LG · cs.CL · 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{4ILR6XJ5JD7PT3OAPQLTIXPJH5}

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

Projection-Free Transformers via Gaussian Kernel Attention

Receipt and verification

First computed	2026-07-05T03:28:38.241569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2171f5d3d48fef9edc07c17345de93f4987666cca1eedf674d54ddc64567474

Aliases

arxiv: 2106.12566 · arxiv_version: 2106.12566v2 · doi: 10.48550/arxiv.2106.12566 · pith_short_12: 4ILR6XJ5JD7P · pith_short_16: 4ILR6XJ5JD7PT3OA · pith_short_8: 4ILR6XJ5

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/4ILR6XJ5JD7PT3OAPQLTIXPJH5 \
  | 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: e2171f5d3d48fef9edc07c17345de93f4987666cca1eedf674d54ddc64567474

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7bbf1c06b465427439d08c930f019cd00927518accdbf972f9f8d8754d584cd",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-23T17:51:26Z",
    "title_canon_sha256": "969f564268769628f1606fb843f835af14abd76c17eea11413df504e69f9f860"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12566",
    "kind": "arxiv",
    "version": 2
  }
}