Pith Number

pith:X3QCVLBJ

pith:2021:X3QCVLBJNITDVXVSCWWAKMDMPO

not attested not anchored not stored refs pending

Taming Sparsely Activated Transformer with Stochastic Experts

Hany Hassan, Jianfeng Gao, Jian Jiao, Ruofei Zhang, Simiao Zuo, Tuo Zhao, XiaoDong Liu, Young Jin Kim

arxiv:2110.04260 v3 · 2021-10-08 · cs.CL · cs.LG

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

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\usepackage{pith}
\pithnumber{X3QCVLBJNITDVXVSCWWAKMDMPO}

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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

MEPA: Multi-Scale Representation Alignment for Visual Autoregressive Modeling with Mixture of Experts

DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Receipt and verification

First computed	2026-07-05T03:54:03.007280Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bee02aac296a263adeb215ac05306c7bb0a5dbda319f42f3cd373da2c8ecd74e

Aliases

arxiv: 2110.04260 · arxiv_version: 2110.04260v3 · doi: 10.48550/arxiv.2110.04260 · pith_short_12: X3QCVLBJNITD · pith_short_16: X3QCVLBJNITDVXVS · pith_short_8: X3QCVLBJ

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/X3QCVLBJNITDVXVSCWWAKMDMPO \
  | 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: bee02aac296a263adeb215ac05306c7bb0a5dbda319f42f3cd373da2c8ecd74e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ed2553754247290e639eab48f5f801b0eb99fea5f949bc37d672b61683c1eeb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-08T17:15:47Z",
    "title_canon_sha256": "02fa24bf9d2842d3ce01f48b7dec51d1183cffd457388dc4b5e3bc1de22792da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.04260",
    "kind": "arxiv",
    "version": 3
  }
}