Pith Number

pith:5MNQVWWV

pith:2025:5MNQVWWVPIG43I4A4PADNFLJJ2

not attested not anchored not stored refs pending

Hyper-SET: Designing Transformers via Hyperspherical Energy Minimization

Difan Zou, Dong Xu, Yunzhe Hu

arxiv:2502.11646 v3 · 2025-02-17 · 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{5MNQVWWVPIG43I4A4PADNFLJJ2}

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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

Provable Low-Frequency Bias of In-Context Learning of Representations

Receipt and verification

First computed	2026-07-05T11:12:27.017762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb1b0adad57a0dcda380e3c03695694ea1e80934f6b03094d4abc158462bc2fc

Aliases

arxiv: 2502.11646 · arxiv_version: 2502.11646v3 · doi: 10.48550/arxiv.2502.11646 · pith_short_12: 5MNQVWWVPIG4 · pith_short_16: 5MNQVWWVPIG43I4A · pith_short_8: 5MNQVWWV

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/5MNQVWWVPIG43I4A4PADNFLJJ2 \
  | 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: eb1b0adad57a0dcda380e3c03695694ea1e80934f6b03094d4abc158462bc2fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8cda0d99e581a2705cc3d1c582176d896f4496086af211d246439bfdfc12072",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T10:39:11Z",
    "title_canon_sha256": "b9093ca1baa2da6ef10887ee1e6363af7835ea6480bea61f42c25f58f5a28fed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11646",
    "kind": "arxiv",
    "version": 3
  }
}