Pith. sign in
Pith Number

pith:C7GE32CZ

pith:2024:C7GE32CZPTM6D5QYEPXWW44OTL
not attested not anchored not stored refs pending

On the Anatomy of Attention

Jonathon Liu, Nikhil Khatri, Tuomas Laakkonen, Vincent Wang-Ma\'scianica

arxiv:2407.02423 v2 · 2024-07-02 · cs.LG · math.CT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{C7GE32CZPTM6D5QYEPXWW44OTL}

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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 2026-07-05T08:41:05.264858Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

17cc4de8597cd9e1f61823ef6b738e9ae2d843755c29642c59159f4f2eae0b5d

Aliases

arxiv: 2407.02423 · arxiv_version: 2407.02423v2 · doi: 10.48550/arxiv.2407.02423 · pith_short_12: C7GE32CZPTM6 · pith_short_16: C7GE32CZPTM6D5QY · pith_short_8: C7GE32CZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/C7GE32CZPTM6D5QYEPXWW44OTL \
  | 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: 17cc4de8597cd9e1f61823ef6b738e9ae2d843755c29642c59159f4f2eae0b5d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "844af2c1ef2ca652089391049b7ae5bb2acdb229c687107d887fe61ca79faef0",
    "cross_cats_sorted": [
      "math.CT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-02T16:50:26Z",
    "title_canon_sha256": "77d701d4ec3acdbda2c00d72a797d27291fb0d078d876e18085c34a8e55d87ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02423",
    "kind": "arxiv",
    "version": 2
  }
}