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Papers
Attention-aware Inference Optimizations for Large Vision-Language Models with Memory-efficient Decoding
CVPR 2026
BatchGen: An Architecture for Scalable and Efficient Batch Inference
OSDI 2026
Scaling LLM Speculative Decoding: Non-Autoregressive Forecasting in Large-Batch Scenarios
AAAI 2026
XiaoM at SemEval-2026 Task 7: A Qwen-based System for Accurate Retrieval of Everyday Knowledge Across Diverse Languages and Cultures
SemEval 2026
DVAGen: Dynamic Vocabulary Augmented Generation
EMNLP 2025
M-Ped: Multi-Prompt Ensemble Decoding for Large Language Models
EMNLP 2025
TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding
ACL 2025
Block Transformer: Global-to-Local Language Modeling for Fast Inference
NeurIPS 2024
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild
ACL 2024
RevMUX: Data Multiplexing with Reversible Adapters for Efficient LLM Batch Inference
EMNLP 2024
Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model
ICML 2024
Batch Prompting: Efficient Inference with Large Language Model APIs
EMNLP 2023
SHEPHERD: Serving DNNs in the Wild
NSDI 2023
HW-TSC’s Submission for the WMT22 Efficiency Task
EMNLP 2022