Pith Number

pith:N5BAFQSD

pith:2024:N5BAFQSDJF7EH3FHPQK3QLV7XE

not attested not anchored not stored refs pending

Teaching MLPs to Master Heterogeneous Graph-Structured Knowledge for Efficient and Accurate Inference

Hongzhi Yin, Jianhua Zhao, Tieke He, Xinyi Gao, Yunhui Liu

arxiv:2411.14035 v2 · 2024-11-21 · 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{N5BAFQSDJF7EH3FHPQK3QLV7XE}

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.

Receipt and verification

First computed	2026-07-05T11:36:25.759654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f4202c243497e43eca77c15b82ebfb93ee51c0c96adb094a1feb2779d832cc0

Aliases

arxiv: 2411.14035 · arxiv_version: 2411.14035v2 · doi: 10.48550/arxiv.2411.14035 · pith_short_12: N5BAFQSDJF7E · pith_short_16: N5BAFQSDJF7EH3FH · pith_short_8: N5BAFQSD

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/N5BAFQSDJF7EH3FHPQK3QLV7XE \
  | 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: 6f4202c243497e43eca77c15b82ebfb93ee51c0c96adb094a1feb2779d832cc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8dd9ca37d5190037570c4a13bb6a0461d15868aefa42ba5935c19de0baae8c16",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T11:39:09Z",
    "title_canon_sha256": "47cd2a1b6c9a07d301ab8e4c21692799c05923983b6a6aa0d9a5084754ba62fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14035",
    "kind": "arxiv",
    "version": 2
  }
}