Pith Number

pith:XKPPQXOO

pith:2024:XKPPQXOOIBVDCHYRBYD6S5QDIO

not attested not anchored not stored refs pending

Reorganizing attention-space geometry with expressive attention

Claudius Gros

arxiv:2407.18601 v3 · 2024-07-26 · 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{XKPPQXOOIBVDCHYRBYD6S5QDIO}

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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

Small transformer architectures for task switching

Receipt and verification

First computed	2026-07-05T11:50:27.594897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba9ef85dce406a311f110e07e9760343bff7a7c00ab7e8c0052946d20cc0f952

Aliases

arxiv: 2407.18601 · arxiv_version: 2407.18601v3 · doi: 10.48550/arxiv.2407.18601 · pith_short_12: XKPPQXOOIBVD · pith_short_16: XKPPQXOOIBVDCHYR · pith_short_8: XKPPQXOO

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/XKPPQXOOIBVDCHYRBYD6S5QDIO \
  | 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: ba9ef85dce406a311f110e07e9760343bff7a7c00ab7e8c0052946d20cc0f952

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9b0262b41a4c99b228a8f17fbfe63dc76be9bef79548f1b6fb19684221809c5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T08:41:58Z",
    "title_canon_sha256": "c5591ee6924be1dac361835d305bf4bea751ba666e43dd498b73a300ae7c7251"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18601",
    "kind": "arxiv",
    "version": 3
  }
}