Pith Number

pith:DAFYM7GQ

pith:2024:DAFYM7GQSIZ3BUSX4MC3JHZD53

not attested not anchored not stored refs pending

Cost-Effective Attention Mechanisms for Low Resource Settings: Necessity & Sufficiency of Linear Transformations

Ignacio Castro, Matthew Purver, Mehran Hosseini, Peyman Hosseini

arxiv:2403.01643 v3 · 2024-03-03 · cs.LG · cs.AI · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DAFYM7GQSIZ3BUSX4MC3JHZD53}

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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

Enhancing compact convolutional transformers with super attention

Receipt and verification

First computed	2026-07-05T10:14:38.631362Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

180b867cd09233b0d257e305b49f23eecb1699cb2d96bec9c1893d5c23e9ec44

Aliases

arxiv: 2403.01643 · arxiv_version: 2403.01643v3 · doi: 10.48550/arxiv.2403.01643 · pith_short_12: DAFYM7GQSIZ3 · pith_short_16: DAFYM7GQSIZ3BUSX · pith_short_8: DAFYM7GQ

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/DAFYM7GQSIZ3BUSX4MC3JHZD53 \
  | 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: 180b867cd09233b0d257e305b49f23eecb1699cb2d96bec9c1893d5c23e9ec44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbcda4c04ab940398ed73cd4544b3e439d471083d53b01c702638856f9274f31",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-03T23:40:35Z",
    "title_canon_sha256": "bbbafb0e147ad7010ecee5ecd401775eff0a955febfc05544e35e56b530e36b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01643",
    "kind": "arxiv",
    "version": 3
  }
}