Pith Number

pith:PVZ6YYPC

pith:2024:PVZ6YYPCRRPKMSGMQX3EHPRE3A

not attested not anchored not stored refs pending

Revisiting MoE and Dense Speed-Accuracy Comparisons for LLM Training

Aonan Zhang, Mark Lee, Nan Du, Ruoming Pang, Tom Gunter, Xiang Kong, Xianzhi Du, Zirui Wang

arxiv:2405.15052 v2 · 2024-05-23 · 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{PVZ6YYPCRRPKMSGMQX3EHPRE3A}

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

2 papers in Pith

Expert Upcycling: Shifting the Compute-Efficient Frontier of Mixture-of-Experts

Receipt and verification

First computed	2026-07-05T08:38:09.957795Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d73ec61e28c5ea648cc85f643be24d83adb799fe9fb9cf449c71ff995c8fb05

Aliases

arxiv: 2405.15052 · arxiv_version: 2405.15052v2 · doi: 10.48550/arxiv.2405.15052 · pith_short_12: PVZ6YYPCRRPK · pith_short_16: PVZ6YYPCRRPKMSGM · pith_short_8: PVZ6YYPC

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/PVZ6YYPCRRPKMSGMQX3EHPRE3A \
  | 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: 7d73ec61e28c5ea648cc85f643be24d83adb799fe9fb9cf449c71ff995c8fb05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9a7755c7baa01960499dba0f3dbdaf58257519fa373e40480d2e383e80b2728",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T21:00:53Z",
    "title_canon_sha256": "627bc997751c9d1e37e3a84584625aa21bfc08604f4efc86d7cd890e40686666"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15052",
    "kind": "arxiv",
    "version": 2
  }
}