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Situo Zhang

3 accepted papers

2025

Fast and High-Quality Auto-Regressive Speech Synthesis via Speculative Decoding

ICASSP 2025accepted

The auto-regressive (AR) architecture, exemplified by models such as GPT, is extensively utilized in modern Text-to-Speech (TTS) systems. However, it often leads to considerable inference delays, primarily due to the challenges associated with next-token prediction in long speech sequences. In this…

Cited by 0SourceScholar
2025

MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation

NAACL 2025system demonstrations

Existing Multimodal Large Language Model (MLLM)-based agents face significant challenges in handling complex GUI (Graphical User Interface) interactions on devices. These challenges arise from the dynamic and structured nature of GUI environments, which integrate text, images, and spatial relationsh…

2023

Large Language Models Are Semi-Parametric Reinforcement Learning Agents

NeurIPS 2023poster

Inspired by the insights in cognitive science with respect to human memory and reasoning mechanism, a novel evolvable LLM-based (Large Language Model) agent framework is proposed as Rememberer. By equipping the LLM with a long-term experience memory, Rememberer is capable of exploiting the experienc…