Pith Number

pith:DUSVJ37Q

pith:2024:DUSVJ37QIIWEQHTAVVM5XYQYO7

not attested not anchored not stored refs pending

Lower bounds on transformers with infinite precision

Alexander Kozachinskiy

arxiv:2412.20195 v1 · 2024-12-28 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DUSVJ37QIIWEQHTAVVM5XYQYO7}

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

Attention-based representations for multi-task computation

Receipt and verification

First computed	2026-07-05T09:54:55.863437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d2554eff0422c481e60ad59dbe21877e938842d04cb255b0a0a34b85d695853

Aliases

arxiv: 2412.20195 · arxiv_version: 2412.20195v1 · doi: 10.48550/arxiv.2412.20195 · pith_short_12: DUSVJ37QIIWE · pith_short_16: DUSVJ37QIIWEQHTA · pith_short_8: DUSVJ37Q

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/DUSVJ37QIIWEQHTAVVM5XYQYO7 \
  | 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: 1d2554eff0422c481e60ad59dbe21877e938842d04cb255b0a0a34b85d695853

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8ff66aec750ddec37341423fe4624e1642b68d310ea16cd5a3cca8292c71c25",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-28T16:09:25Z",
    "title_canon_sha256": "b7f15d9a19f94e43b52dbb5564bdeae41b5297cfdc4e19d6423fa21e1c5ef562"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20195",
    "kind": "arxiv",
    "version": 1
  }
}