Pith. sign in
Pith Number

pith:7C5BLT3Q

pith:2024:7C5BLT3QWYT5EUT2W6KANCCQQ4
not attested not anchored not stored refs pending

Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery

Fei Lu, Ning Liu, Siavash Jafarzadeh, Stewart Silling, Tian Gao, Yue Yu

arxiv:2408.07307 v1 · 2024-08-14 · cs.LG · math.AP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7C5BLT3QWYT5EUT2W6KANCCQQ4}

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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

Receipt and verification
First computed 2026-07-05T08:55:13.667297Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f8ba15cf70b627d2527ab794068850872202d57d3eec1bb2647cd62b15301f3e

Aliases

arxiv: 2408.07307 · arxiv_version: 2408.07307v1 · doi: 10.48550/arxiv.2408.07307 · pith_short_12: 7C5BLT3QWYT5 · pith_short_16: 7C5BLT3QWYT5EUT2 · pith_short_8: 7C5BLT3Q
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7C5BLT3QWYT5EUT2W6KANCCQQ4 \
  | 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: f8ba15cf70b627d2527ab794068850872202d57d3eec1bb2647cd62b15301f3e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0bd5eeb0f5360ca45dec233585c7b28b8ee615c89bc39f7fb494749a89329105",
    "cross_cats_sorted": [
      "math.AP"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-14T05:57:56Z",
    "title_canon_sha256": "f7da57d98656e79ad681d0237f0d6187666060c49c90d812eea77a8789d1ca8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.07307",
    "kind": "arxiv",
    "version": 1
  }
}