Pith Number

pith:DTLHL7QX

pith:2021:DTLHL7QX3DUI7CDIVI64LTP4IH

not attested not anchored not stored refs pending

Transformer Acceleration with Dynamic Sparse Attention

Liu Liu, Yuan Xie, Yufei Ding, Zhaodong Chen, Zheng Qu

arxiv:2110.11299 v1 · 2021-10-21 · 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{DTLHL7QX3DUI7CDIVI64LTP4IH}

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

KV Cache Offloading for Context-Intensive Tasks

Salca: A Sparsity-Aware Hardware Accelerator for Efficient Long-Context Attention Decoding

KV Cache Offloading for Context-Intensive Tasks

Receipt and verification

First computed	2026-07-05T03:24:38.237670Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cd675fe17d8e88f8868aa3dc5cdfc41c50a726a73b899330df84cfeca72a8b1

Aliases

arxiv: 2110.11299 · arxiv_version: 2110.11299v1 · doi: 10.48550/arxiv.2110.11299 · pith_short_12: DTLHL7QX3DUI · pith_short_16: DTLHL7QX3DUI7CDI · pith_short_8: DTLHL7QX

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/DTLHL7QX3DUI7CDIVI64LTP4IH \
  | 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: 1cd675fe17d8e88f8868aa3dc5cdfc41c50a726a73b899330df84cfeca72a8b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "909f6b1e484e55c35433ff086d6713a1e634fe71a3579dd5e65bbd3165b66366",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T17:31:57Z",
    "title_canon_sha256": "97826edbbf06c1812794f40e313d769e590147be0c7a6bb9a2400777975a7c9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11299",
    "kind": "arxiv",
    "version": 1
  }
}