conftrace_

expert routing

44 papers

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Co-occurring keywords

mixture of expert (640) large language model (13587) model compression (3302) neural network (6616) parameter-efficient fine-tuning (736) load balancing (55) sparse activation (36) expert specialization (26) model efficiency (206) routing mechanism (17)

Papers

QA-MoE: Towards a Continuous Reliability Spectrum with Quality-Aware Mixture of Experts for Robust Multimodal Sentiment Analysis ACL 2026
Talk, Snap, Complain: Validation-Aware Multimodal Expert Framework for Fine-Grained Customer Grievances AAAI 2026
Optimizing LoRA Allocation of MoE with the Alignment of Topic Correlation AAAI 2026
TuckA: Hierarchical Compact Tensor Experts for Efficient Fine-Tuning AAAI 2026
GROVER: Graph-guided Representation of Omics and Vision with Expert Regulation for Adaptive Spatial Multi-omics Fusion AAAI 2026
What the Router Sees Matters: Funnel Pooling for Fast, Content Driven Expert Routing EACL 2026
C-GNN-PRUNE: A Unified Graph-Based Framework for Structure-Aware Pruning of Mixture-of-Experts Models AAAI 2026
Balanced Knowledge Distillation for Large Language Models with Mix-of-Experts AAAI 2026
CommitMoE: Efficient Fallback-Free MoE Inference with Offloading Under GPU Memory Constraints AAAI 2026
Uncertainty-Aware Routing for Principled Alignment with MoE Dynamics ACL 2026
Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety EMNLP 2025
MidPO: Dual Preference Optimization for Safety and Helpfulness in Large Language Models via a Mixture of Experts Framework EMNLP 2025
Exploration-Driven Reinforcement Learning for Expert Routing Improvement in Mixture-of-Experts Language Models EMNLP 2025
Probing Semantic Routing in Large Mixture-of-Expert Models EMNLP 2025
Maximum Score Routing For Mixture-of-Experts ACL 2025
Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025
Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis ACL 2025
LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025
THOR-MoE: Hierarchical Task-Guided and Context-Responsive Routing for Neural Machine Translation ACL 2025
Glider: Global and Local Instruction-Driven Expert Router EMNLP 2025
Understanding and Leveraging the Expert Specialization of Context Faithfulness in Mixture-of-Experts LLMs EMNLP 2025
LOLA – An Open-Source Massively Multilingual Large Language Model COLING 2025
CartesianMoE: Boosting Knowledge Sharing among Experts via Cartesian Product Routing in Mixture-of-Experts NAACL 2025
MergeME: Model Merging Techniques for Homogeneous and Heterogeneous MoEs NAACL 2025
MultiPL-MoE: Multi-Programming-Lingual Extension of Large Language Models through Hybrid Mixture-of-Experts EMNLP 2025