Pith Number

pith:AVE6KDIV

pith:2024:AVE6KDIV2OPOG473BH6ANCUCYE

not attested not anchored not stored refs pending

Conv-Basis: A New Paradigm for Efficient Attention Inference and Gradient Computation in Transformers

Heshan Liu, Junze Yin, Yingyu Liang, Zhao Song, Zhenmei Shi, Zhuoyan Xu

arxiv:2405.05219 v2 · 2024-05-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AVE6KDIV2OPOG473BH6ANCUCYE}

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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

CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems

Receipt and verification

First computed	2026-07-05T09:21:04.248926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0549e50d15d39ee373fb09fc068a82c12fcbcb5cbf8aea375b701a276b4f2ec2

Aliases

arxiv: 2405.05219 · arxiv_version: 2405.05219v2 · doi: 10.48550/arxiv.2405.05219 · pith_short_12: AVE6KDIV2OPO · pith_short_16: AVE6KDIV2OPOG473 · pith_short_8: AVE6KDIV

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/AVE6KDIV2OPOG473BH6ANCUCYE \
  | 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: 0549e50d15d39ee373fb09fc068a82c12fcbcb5cbf8aea375b701a276b4f2ec2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e25b3853b7c283ee7e5e640e96f8198a3ef966ca9e605dca3b8baf28f4afaccd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-08T17:11:38Z",
    "title_canon_sha256": "eacf7891e097a7c9a48a1d08394b08bf6006aaaa3c7a8f07f52366a75b1b05a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05219",
    "kind": "arxiv",
    "version": 2
  }
}