Pith Number

pith:6KS7EXXI

pith:2021:6KS7EXXISMSCLGNWPW3FO4DWP4

not attested not anchored not stored refs pending

Global Self-Attention as a Replacement for Graph Convolution

Dharmashankar Subramanian, Md Shamim Hussain, Mohammed J. Zaki

arxiv:2108.03348 v3 · 2021-08-07 · 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{6KS7EXXISMSCLGNWPW3FO4DWP4}

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

Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation

Receipt and verification

First computed	2026-07-05T04:28:40.819491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2a5f25ee893242599b67db65770767f17efc0f21bd6f4ba8abd0ca3a1dfbe99

Aliases

arxiv: 2108.03348 · arxiv_version: 2108.03348v3 · doi: 10.48550/arxiv.2108.03348 · pith_short_12: 6KS7EXXISMSC · pith_short_16: 6KS7EXXISMSCLGNW · pith_short_8: 6KS7EXXI

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/6KS7EXXISMSCLGNWPW3FO4DWP4 \
  | 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: f2a5f25ee893242599b67db65770767f17efc0f21bd6f4ba8abd0ca3a1dfbe99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db080a63eb874f6f523fbb3e6d53db98add9736ceab4541410ec52fb13616ab2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-07T02:18:11Z",
    "title_canon_sha256": "479642c40619fbb2f708643d996061ee211fb783a8bc2391cc7a5cd81515e6b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.03348",
    "kind": "arxiv",
    "version": 3
  }
}