Pith Number

pith:4WWB5O76

pith:2024:4WWB5O76PLU35SPIUBMQNBK4PF

not attested not anchored not stored refs pending

TOAST: Transformer Optimization using Adaptive and Simple Transformations

Bastian Rieck, Emanuele Palumbo, Emanuele Rodol\`a, Irene Cannistraci, Julia E. Vogt, Simone Antonelli, Thomas M. Sutter

arxiv:2410.04941 v7 · 2024-10-07 · 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{4WWB5O76PLU35SPIUBMQNBK4PF}

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.

Receipt and verification

First computed	2026-05-20T00:04:05.332794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5ac1ebbfe7ae9bec9e8a05906855c795ec2c9c9bf38e1f9f8a32b206b250d26

Aliases

arxiv: 2410.04941 · arxiv_version: 2410.04941v7 · doi: 10.48550/arxiv.2410.04941 · pith_short_12: 4WWB5O76PLU3 · pith_short_16: 4WWB5O76PLU35SPI · pith_short_8: 4WWB5O76

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/4WWB5O76PLU35SPIUBMQNBK4PF \
  | 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: e5ac1ebbfe7ae9bec9e8a05906855c795ec2c9c9bf38e1f9f8a32b206b250d26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "458259f753e6bd5e720e8a58b3a3f87015142870af5baa7bf14a5673002874b6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T11:35:24Z",
    "title_canon_sha256": "ee896471eef80d67acd300f9faed0f717db13cb54001166aca1d2efce98e6690"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04941",
    "kind": "arxiv",
    "version": 7
  }
}