Pith. sign in
Pith Number

pith:TL6LK2BT

pith:2023:TL6LK2BTHNI4UHYPOS2DVPGH6T
not attested not anchored not stored refs pending

How Smooth Is Attention?

Gabriel Peyr\'e, Pierre Ablin, Val\'erie Castin

arxiv:2312.14820 v2 · 2023-12-22 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TL6LK2BTHNI4UHYPOS2DVPGH6T}

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.

Cited by

2 papers in Pith

Receipt and verification
First computed 2026-07-05T08:27:01.691134Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9afcb568333b51ca1f0f74b43abcc7f4c795960406cf070a4c6ff8e4fe4f83ad

Aliases

arxiv: 2312.14820 · arxiv_version: 2312.14820v2 · doi: 10.48550/arxiv.2312.14820 · pith_short_12: TL6LK2BTHNI4 · pith_short_16: TL6LK2BTHNI4UHYP · pith_short_8: TL6LK2BT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TL6LK2BTHNI4UHYPOS2DVPGH6T \
  | 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: 9afcb568333b51ca1f0f74b43abcc7f4c795960406cf070a4c6ff8e4fe4f83ad
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0cae97deb7c6a6e2e98547b5ef643ea6018ca852031b9bcc8e619c597716a860",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-22T16:47:10Z",
    "title_canon_sha256": "e22cfe3f0d2589b3d5f4ba0230cdfbe480a858ff9f823212f937dfd92878f372"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14820",
    "kind": "arxiv",
    "version": 2
  }
}