Pith Number

pith:FJ5FKV6Q

pith:2024:FJ5FKV6QEVEXNXE6L2YA6VKBUT

not attested not anchored not stored refs pending

Hexa-MoE: Efficient and Heterogeneous-aware Training for Mixture-of-Experts

Hanrui Wang, Jie Peng, Pingzhi Li, Shuqing Luo, Tianlong Chen

arxiv:2411.01288 v4 · 2024-11-02 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJ5FKV6QEVEXNXE6L2YA6VKBUT}

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	2026-07-05T10:43:02.929081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a7a5557d0254976dc9e5eb00f5541a4dea7e0c0953cf6bb8171fddda01a89a1

Aliases

arxiv: 2411.01288 · arxiv_version: 2411.01288v4 · doi: 10.48550/arxiv.2411.01288 · pith_short_12: FJ5FKV6QEVEX · pith_short_16: FJ5FKV6QEVEXNXE6 · pith_short_8: FJ5FKV6Q

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/FJ5FKV6QEVEXNXE6L2YA6VKBUT \
  | 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: 2a7a5557d0254976dc9e5eb00f5541a4dea7e0c0953cf6bb8171fddda01a89a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8292f013186727dfd71fee49570fd2bf21e6851a6f4fac1ec82c275d8509bfff",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-11-02T15:45:54Z",
    "title_canon_sha256": "c137273b872737a763758cd5ae43860e1e681b22112e88a05bfec0b4816b4529"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01288",
    "kind": "arxiv",
    "version": 4
  }
}