Pith Number

pith:3DG6VYYA

pith:2023:3DG6VYYAAS2WJ2G64SYIEIGXII

not attested not anchored not stored refs pending

Multiplication-Free Transformer Training via Piecewise Affine Operations

Atli Kosson, Martin Jaggi

arxiv:2305.17190 v2 · 2023-05-26 · 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{3DG6VYYAAS2WJ2G64SYIEIGXII}

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

Neuromorphic Principles for Efficient Large Language Models on Intel Loihi 2

Receipt and verification

First computed	2026-07-05T07:04:47.734389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8cdeae30004b564e8dee4b08220d7421d0c2d30a5d73544abee0b031582c96b

Aliases

arxiv: 2305.17190 · arxiv_version: 2305.17190v2 · doi: 10.48550/arxiv.2305.17190 · pith_short_12: 3DG6VYYAAS2W · pith_short_16: 3DG6VYYAAS2WJ2G6 · pith_short_8: 3DG6VYYA

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/3DG6VYYAAS2WJ2G64SYIEIGXII \
  | 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: d8cdeae30004b564e8dee4b08220d7421d0c2d30a5d73544abee0b031582c96b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be580b4a7995db17ec427a1c17a0163da1f95e726df3dfa5cc0c9d465d113171",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-26T18:28:28Z",
    "title_canon_sha256": "34013005c1c7110a1b2dee3cd78e41f3c7c5f6c1a5a21087ea62dc9e077d461c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.17190",
    "kind": "arxiv",
    "version": 2
  }
}