Pith Number

pith:QK2Y7X4S

pith:2025:QK2Y7X4SECJRRJLAJSWD6RXGNB

not attested not anchored not stored refs pending

Joint MoE Scaling Laws: Mixture of Experts Can Be Memory Efficient

Jakub Krajewski, Jan Ludziejewski, Jan Ma{\l}a\'snicki, Kamil Adamczewski, Maciej Pi\'oro, Maciej Stefaniak, Marek Cygan, Micha{\l} Krutul, Piotr Mi{\l}o\'s, Piotr Sankowski, Sebastian Jaszczur

arxiv:2502.05172 v2 · 2025-02-07 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QK2Y7X4SECJRRJLAJSWD6RXGNB}

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

5 papers in Pith

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts

MobileMoE: Scaling On-Device Mixture of Experts

Mixture-of-Experts Can Surpass Dense LLMs Under Strictly Equal Resource

Dense vs Sparse Pretraining at Tiny Scale: Active-Parameter vs Total-Parameter Matching

Receipt and verification

First computed	2026-07-05T10:16:59.913393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82b58fdf92209318a5604cac3f46e6684df9f200f0177ae8f627e6ebcd64a4e7

Aliases

arxiv: 2502.05172 · arxiv_version: 2502.05172v2 · doi: 10.48550/arxiv.2502.05172 · pith_short_12: QK2Y7X4SECJR · pith_short_16: QK2Y7X4SECJRRJLA · pith_short_8: QK2Y7X4S

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/QK2Y7X4SECJRRJLAJSWD6RXGNB \
  | 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: 82b58fdf92209318a5604cac3f46e6684df9f200f0177ae8f627e6ebcd64a4e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7d4731bb8ab1e12aacadb6b01738c4b074163bfd1ed48ec3bc6fc241b3fab58",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T18:55:38Z",
    "title_canon_sha256": "d665987ef3912e682d183469e976ac98d239151feec13f2d8bfcab4ea82cad02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05172",
    "kind": "arxiv",
    "version": 2
  }
}