Pith Number

pith:QGJWDC6V

pith:2021:QGJWDC6VAUATIMKL4VNKYTMYLO

not attested not anchored not stored refs pending

Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference

Ankur Bapna, Dmitry Lepikhin, Maxim Krikun, Minh-Thang Luong, Orhan Firat, Sneha Kudugunta, Yanping Huang

arxiv:2110.03742 v1 · 2021-09-24 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QGJWDC6VAUATIMKL4VNKYTMYLO}

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

3 papers in Pith

MoE-LLaVA: Mixture of Experts for Large Vision-Language Models

ST-MoE: Designing Stable and Transferable Sparse Expert Models

SMoES: Soft Modality-Guided Expert Specialization in MoE-VLMs

Receipt and verification

First computed	2026-07-05T03:20:46.761583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8193618bd5050134314be55aac4d985b81aba8b65d0c8b69275287d7784d8b3d

Aliases

arxiv: 2110.03742 · arxiv_version: 2110.03742v1 · doi: 10.48550/arxiv.2110.03742 · pith_short_12: QGJWDC6VAUAT · pith_short_16: QGJWDC6VAUATIMKL · pith_short_8: QGJWDC6V

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/QGJWDC6VAUATIMKL4VNKYTMYLO \
  | 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: 8193618bd5050134314be55aac4d985b81aba8b65d0c8b69275287d7784d8b3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9e8f69ffdb24a3f1f4724fbdd3411bcddc30ddda2d2910cf009b2388749b958",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-24T20:42:16Z",
    "title_canon_sha256": "539361cda6551b2c7958e14d3f12041067ca096f5e64dd3922d57865661be3fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03742",
    "kind": "arxiv",
    "version": 1
  }
}