Pith Number

pith:VK7TE46S

pith:2023:VK7TE46SVF2HWHK446NRHAS7B3

not attested not anchored not stored refs pending

Linear Log-Normal Attention with Unbiased Concentration

Emir Haleva, Joseph Kampeas, Yury Nahshan

arxiv:2311.13541 v4 · 2023-11-22 · 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{VK7TE46SVF2HWHK446NRHAS7B3}

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

1 paper in Pith

Learning Posterior Predictive Distributions for Node Classification from Synthetic Graph Priors

Receipt and verification

First computed	2026-07-05T07:49:16.443762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aabf3273d2a9747b1d5ce79b13825f0ee58e8002275b39c476e327bd47ed3584

Aliases

arxiv: 2311.13541 · arxiv_version: 2311.13541v4 · doi: 10.48550/arxiv.2311.13541 · pith_short_12: VK7TE46SVF2H · pith_short_16: VK7TE46SVF2HWHK4 · pith_short_8: VK7TE46S

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/VK7TE46SVF2HWHK446NRHAS7B3 \
  | 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: aabf3273d2a9747b1d5ce79b13825f0ee58e8002275b39c476e327bd47ed3584

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a4434dff8a800f418b0eefb7d47cd517aaef9b2288d175ac912af47698d657b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T17:30:41Z",
    "title_canon_sha256": "57b5e59cc6d62b4b3c85142a110f191723d9e751d68e75005f5f56f02fd0de7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13541",
    "kind": "arxiv",
    "version": 4
  }
}