Pith Number

pith:7U3ITNFQ

pith:2026:7U3ITNFQMZCLVQVPW34P2DNPBG

not attested not anchored not stored refs pending

Riemannian Attention Mechanisms for Transformers: A Theoretical Framework and Architecture Design

Sen Song

arxiv:2608.01283 v1 · 2026-08-02 · 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{7U3ITNFQMZCLVQVPW34P2DNPBG}

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	2026-08-04T02:02:57.628576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd3689b4b06644bac2afb6f8fd0daf09ac05d1a75e0fbb37fcc2c54e19eb9547

Aliases

arxiv: 2608.01283 · arxiv_version: 2608.01283v1 · doi: 10.48550/arxiv.2608.01283 · pith_short_12: 7U3ITNFQMZCL · pith_short_16: 7U3ITNFQMZCLVQVP · pith_short_8: 7U3ITNFQ

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/7U3ITNFQMZCLVQVPW34P2DNPBG \
  | 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: fd3689b4b06644bac2afb6f8fd0daf09ac05d1a75e0fbb37fcc2c54e19eb9547

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e790c2856a482336cc7956ea1b4f312bba49187b270bc671a71c408f4a45d90b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-02T14:47:16Z",
    "title_canon_sha256": "13a12dba46d765b558c2b5444163210f539f4845b3443c6a4c7e29d577669028"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.01283",
    "kind": "arxiv",
    "version": 1
  }
}