Pith Number

pith:JFKQ7XU3

pith:2023:JFKQ7XU3SPYW5RJ6QAL2ILNRYU

not attested not anchored not stored refs pending

Improved Operator Learning by Orthogonal Attention

Bokai Lin, Hang Su, Zhijie Deng, Zhongkai Hao, Zipeng Xiao

arxiv:2310.12487 v4 · 2023-10-19 · 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{JFKQ7XU3SPYW5RJ6QAL2ILNRYU}

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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

2 papers in Pith

GAIA: Geometry-Adaptive Operator Learning for Forward and Inverse Problems

CATO: Charted Attention for Neural PDE Operators

Receipt and verification

First computed	2026-07-05T09:54:00.323802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49550fde9b93f16ec53e8017a42db1c5260b6434e1972533418f1b8409b73fb7

Aliases

arxiv: 2310.12487 · arxiv_version: 2310.12487v4 · doi: 10.48550/arxiv.2310.12487 · pith_short_12: JFKQ7XU3SPYW · pith_short_16: JFKQ7XU3SPYW5RJ6 · pith_short_8: JFKQ7XU3

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/JFKQ7XU3SPYW5RJ6QAL2ILNRYU \
  | 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: 49550fde9b93f16ec53e8017a42db1c5260b6434e1972533418f1b8409b73fb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96c1f1dc1c63368bcb9e03625846fef06a387643db840e1bb7762f428c31fc24",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-19T05:47:28Z",
    "title_canon_sha256": "c2704f08ae801cddc9cd7e7377a5e523fb37f19abe1f0dda9b4a8628c7e5d621"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12487",
    "kind": "arxiv",
    "version": 4
  }
}