Pith Number

pith:GLLWBBEQ

pith:2023:GLLWBBEQIPRNTQHEMHK7VXNRGV

not attested not anchored not stored refs pending

Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy

Mohit Bansal, Pingzhi Li, Prateek Yadav, Tianlong Chen, Yi-Lin Sung, Yu Cheng, Zhenyu Zhang

arxiv:2310.01334 v2 · 2023-10-02 · 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{GLLWBBEQIPRNTQHEMHK7VXNRGV}

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

10 papers in Pith

Less is MoE: Trimming Experts in Domain-Specialist Language Models

Post-Trained MoE Can Skip Half Experts via Self-Distillation

ConMoE: Expert-Pool Consolidation via Prototype Reassignment for MoE Compression

Lynx: Enabling Efficient MoE Inference through Dynamic Batch-Aware Expert Selection

SlimQwen: Exploring the Pruning and Distillation in Large MoE Model Pre-training

Receipt and verification

First computed	2026-07-05T07:55:59.843474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32d760849043e2d9c0e461d5faddb1354cb45192f449abeed97c0dc75f4e064d

Aliases

arxiv: 2310.01334 · arxiv_version: 2310.01334v2 · doi: 10.48550/arxiv.2310.01334 · pith_short_12: GLLWBBEQIPRN · pith_short_16: GLLWBBEQIPRNTQHE · pith_short_8: GLLWBBEQ

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/GLLWBBEQIPRNTQHEMHK7VXNRGV \
  | 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: 32d760849043e2d9c0e461d5faddb1354cb45192f449abeed97c0dc75f4e064d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "11f34890772a8f9146b9cd4f9df9231b682fd0bcb26f55b1304980d8898b6d49",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T16:51:32Z",
    "title_canon_sha256": "f211e477a7538d4acdd825a577141151f7e4e8c993283c5a2133325ff61ef138"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01334",
    "kind": "arxiv",
    "version": 2
  }
}