Pith Number

pith:IDNOLVHF

pith:2025:IDNOLVHFQNTW2L3G44PCMGPHGV

not attested not anchored not stored refs pending

HD-MoE: Hybrid and Dynamic Parallelism for Mixture-of-Expert LLMs with 3D Near-Memory Processing

Dimin Niu, Haochen Huang, Hongzhong Zheng, Meng Li, Runsheng Wang, Shuangchen Li, Shuzhang Zhong, Zhe Zhang

arxiv:2509.09420 v1 · 2025-09-11 · cs.PF

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IDNOLVHFQNTW2L3G44PCMGPHGV}

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	2026-07-05T12:09:35.843330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40dae5d4e583676d2f66e71e2619e7355cce91cd9500e419d6570560ab52e204

Aliases

arxiv: 2509.09420 · arxiv_version: 2509.09420v1 · doi: 10.48550/arxiv.2509.09420 · pith_short_12: IDNOLVHFQNTW · pith_short_16: IDNOLVHFQNTW2L3G · pith_short_8: IDNOLVHF

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/IDNOLVHFQNTW2L3G44PCMGPHGV \
  | 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: 40dae5d4e583676d2f66e71e2619e7355cce91cd9500e419d6570560ab52e204

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c46239b9f0a50ff33ec97a8de0cddf8ef6bf888786a5ddd515f16cc91d874c7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PF",
    "submitted_at": "2025-09-11T13:01:55Z",
    "title_canon_sha256": "2fe6ef5b19cd81298e1b84a4ae807a4af0751850590559f22df1e5ba9615ba44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09420",
    "kind": "arxiv",
    "version": 1
  }
}