Sigma-MoE-Tiny Technical Report

Fuente: arXiv

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Bibliographic Details
Main Authors:	Hu, Qingguo, Lin, Zhenghao, Yang, Ziyue, Ding, Yucheng, Liu, Xiao, Jiang, Yuting, Wang, Ruizhe, Chen, Tianyu, Guo, Zhongxin, Xiong, Yifan, Gao, Rui, Qu, Lei, Su, Jinsong, Cheng, Peng, Gong, Yeyun
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
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Training Matryoshka Mixture-of-Experts for Elastic Inference-Time Expert Utilization
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Published: (2025)

m3BERT: A Modern, Multi-lingual, Matryoshka Bidirectional Encoder
by: Wang, Yaoxiang, et al.
Published: (2026)

Mix-MoE: Improving Multilingual Machine Translation of Large Language Models through Mixed MoEs
by: Li, Bo, et al.
Published: (2026)

Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
by: Wang, Ruizhe, et al.
Published: (2025)

Optimizing Large Language Model Training Using FP4 Quantization
by: Wang, Ruizhe, et al.
Published: (2025)

Anchor-MoE: A Mean-Anchored Mixture of Experts For Probabilistic Regression
by: Su, Baozhuo, et al.
Published: (2025)

LLaVA-MoD: Making LLaVA Tiny via MoE Knowledge Distillation
by: Shu, Fangxun, et al.
Published: (2024)

Sigma: Differential Rescaling of Query, Key and Value for Efficient Language Models
by: Lin, Zhenghao, et al.
Published: (2025)

DTop-p MoE: Sparsity-Controlled Dynamic Top-p MoE for Foundation Model Pre-training
by: Jin, Can, et al.
Published: (2025)

MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration
by: Ren, Lianhai, et al.
Published: (2026)

Mixture of Neuron Experts
by: Cheng, Runxi, et al.
Published: (2025)

eMoE-Tracker: Environmental MoE-based Transformer for Robust Event-guided Object Tracking
by: Chen, Yucheng, et al.
Published: (2024)

OmniMoE: An Efficient MoE by Orchestrating Atomic Experts at Scale
by: Shi, Jingze, et al.
Published: (2026)

MoESD: Unveil Speculative Decoding's Potential for Accelerating Sparse MoE
by: Huang, Zongle, et al.
Published: (2025)

Training Report of TeleChat3-MoE
by: Liu, Xinzhang, et al.
Published: (2025)

LayerNorm Induces Recency Bias in Transformer Decoders
by: Kim, Junu, et al.
Published: (2025)

Improving Data and Reward Design for Scientific Reasoning in Large Language Models
by: Chen, Zijie, et al.
Published: (2026)

Sparsity is Combinatorial Depth: Quantifying MoE Expressivity via Tropical Geometry
by: Su, Ye, et al.
Published: (2026)

MoE-Prefill: Zero Redundancy Overheads in MoE Prefill Serving
by: Su, Zhaoyuan, et al.
Published: (2026)

MiM-DiT: MoE in MoE with Diffusion Transformers for All-in-One Image Restoration
by: Kong, Lingshun, et al.
Published: (2026)

WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal
by: Luo, Yulin, et al.
Published: (2023)

MiMo-VL Technical Report
by: Core Team, et al.
Published: (2025)

GRACE-MoE: Grouping and Replication with Locality-Aware Routing for Efficient Distributed MoE Inference
by: Han, Yu, et al.
Published: (2025)

AIMER: Calibration-Free Task-Agnostic MoE Pruning
by: Liu, Zongfang, et al.
Published: (2026)

From Curated Data to Scalable Models: Continual Pre-training of Dense and MoE Large Language Models for Tibetan
by: Yang, Lei, et al.
Published: (2025)

Pangu Ultra MoE: How to Train Your Big MoE on Ascend NPUs
by: Tang, Yehui, et al.
Published: (2025)

Multi-Layer Scheduling for MoE-Based LLM Reasoning
by: Sun, Yifan, et al.
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MoE-PHDS: One MoE checkpoint for flexible runtime sparsity
by: Hannah, Lauren. A, et al.
Published: (2025)

Xiaomi MiMo-VL-Miloco Technical Report
by: Li, Jiaze, et al.
Published: (2025)

Hierarchical MoE: Continuous Multimodal Emotion Recognition with Incomplete and Asynchronous Inputs
by: Zhu, Yitong, et al.
Published: (2025)

MoE-Prism: Disentangling Monolithic Experts for Elastic MoE Services via Model-System Co-Designs
by: Xia, Xinfeng, et al.
Published: (2025)

MiMo-Embodied: X-Embodied Foundation Model Technical Report
by: Hao, Xiaoshuai, et al.
Published: (2025)

Linear-MoE: Linear Sequence Modeling Meets Mixture-of-Experts
by: Sun, Weigao, et al.
Published: (2025)

LLaDA-MoE: A Sparse MoE Diffusion Language Model
by: Zhu, Fengqi, et al.
Published: (2025)

MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs
by: Cao, Shiyi, et al.
Published: (2024)

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts
by: Wu, Haoyuan, et al.
Published: (2025)

EPS-MoE: Expert Pipeline Scheduler for Cost-Efficient MoE Inference
by: Qian, Yulei, et al.
Published: (2024)

GW-MoE: Resolving Uncertainty in MoE Router with Global Workspace Theory
by: Wu, Haoze, et al.
Published: (2024)

BioPro: On Difference-Aware Gender Fairness for Vision-Language Models
by: Lin, Yujie, et al.
Published: (2025)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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