no code implementations • 12 Feb 2024 • Naoyuki Kanda, Xiaofei Wang, Sefik Emre Eskimez, Manthan Thakker, Hemin Yang, Zirun Zhu, Min Tang, Canrun Li, Chung-Hsien Tsai, Zhen Xiao, Yufei Xia, Jinzhu Li, Yanqing Liu, Sheng Zhao, Michael Zeng
In this work, we propose ELaTE, a zero-shot TTS that can generate natural laughing speech of any speaker based on a short audio prompt with precise control of laughter timing and expression.
1 code implementation • 9 Feb 2024 • Mingzhe Xing, Rongkai Zhang, Hui Xue, Qi Chen, Fan Yang, Zhen Xiao
These challenges motivate AndroidArena, an environment and benchmark designed to evaluate LLM agents on a modern operating system.
no code implementations • 17 Jan 2024 • Lixiang Han, Zhen Xiao, Zhenjiang Li
DTMM is a library designed for efficient deployment and execution of machine learning models on weak IoT devices such as microcontroller units (MCUs).
2 code implementations • 26 Dec 2023 • Hangyu Mao, Rui Zhao, Ziyue Li, Zhiwei Xu, Hao Chen, Yiqun Chen, Bin Zhang, Zhen Xiao, Junge Zhang, Jiangjin Yin
Designing better deep networks and better reinforcement learning (RL) algorithms are both important for deep RL.
no code implementations • 15 Aug 2023 • Yunhao Li, Zhen Xiao, Lin Yang, Dan Meng, Xin Zhou, Heng Fan, Libo Zhang
To the best of our knowledge, AttMOT is the first MOT dataset with semantic attributes.
1 code implementation • CVPR 2023 • Shenglin Yin, Kelu Yao, Sheng Shi, Yangzhou Du, Zhen Xiao
To this end, compared with standard DNNs, we discover that the generalization gap of adversarially trained DNNs is caused by the smaller attribution span on the input image.
1 code implementation • 30 Dec 2022 • Hangyu Mao, Rui Zhao, Hao Chen, Jianye Hao, Yiqun Chen, Dong Li, Junge Zhang, Zhen Xiao
Recent methods combine the Transformer with these modules for better performance.
no code implementations • 30 Apr 2022 • Libo Zhang, Junyuan Gao, Zhen Xiao, Heng Fan
Multi-animal tracking (MAT), a multi-object tracking (MOT) problem, is crucial for animal motion and behavior analysis and has many crucial applications such as biology, ecology and animal conservation.
1 code implementation • 22 Nov 2021 • Lu Yuan, Dongdong Chen, Yi-Ling Chen, Noel Codella, Xiyang Dai, Jianfeng Gao, Houdong Hu, Xuedong Huang, Boxin Li, Chunyuan Li, Ce Liu, Mengchen Liu, Zicheng Liu, Yumao Lu, Yu Shi, Lijuan Wang, JianFeng Wang, Bin Xiao, Zhen Xiao, Jianwei Yang, Michael Zeng, Luowei Zhou, Pengchuan Zhang
Computer vision foundation models, which are trained on diverse, large-scale dataset and can be adapted to a wide range of downstream tasks, are critical for this mission to solve real-world computer vision applications.
Ranked #1 on Action Recognition In Videos on Kinetics-600
no code implementations • 29 Sep 2021 • Hangyu Mao, Jianye Hao, Dong Li, Jun Wang, Weixun Wang, Xiaotian Hao, Bin Wang, Kun Shao, Zhen Xiao, Wulong Liu
In contrast, we formulate an \emph{explicit} credit assignment problem where each agent gives its suggestion about how to weight individual Q-values to explicitly maximize the joint Q-value, besides guaranteeing the Bellman optimality of the joint Q-value.
no code implementations • 11 Feb 2021 • Yao Qian, Ximo Bian, Yu Shi, Naoyuki Kanda, Leo Shen, Zhen Xiao, Michael Zeng
End-to-end (E2E) spoken language understanding (SLU) can infer semantics directly from speech signal without cascading an automatic speech recognizer (ASR) with a natural language understanding (NLU) module.
Ranked #3 on Spoken Language Understanding on Fluent Speech Commands (using extra training data)
no code implementations • ICLR 2018 • Hangyu Mao, Zhibo Gong, Zhen Xiao
In this paper, we study reward design problem in cooperative MARL based on packet routing environments.
Multi-agent Reinforcement Learning reinforcement-learning +1
no code implementations • 3 Dec 2019 • Hangyu Mao, Wulong Liu, Jianye Hao, Jun Luo, Dong Li, Zhengchao Zhang, Jun Wang, Zhen Xiao
Social psychology and real experiences show that cognitive consistency plays an important role to keep human society in order: if people have a more consistent cognition about their environments, they are more likely to achieve better cooperation.
no code implementations • 3 Dec 2019 • Hangyu Mao, Zhengchao Zhang, Zhen Xiao, Zhibo Gong, Yan Ni
We evaluate the gating mechanism on several tasks.
no code implementations • 26 Feb 2019 • Hangyu Mao, Zhibo Gong, Zhengchao Zhang, Zhen Xiao, Yan Ni
Communication is an important factor for the big multi-agent world to stay organized and productive.
no code implementations • 13 Nov 2018 • Hangyu Mao, Zhengchao Zhang, Zhen Xiao, Zhibo Gong
Second, to model the teammates' policies using the collected information in an effective way, ATT-MADDPG enhances the centralized critic with an attention mechanism.
no code implementations • 10 Jun 2017 • Hangyu Mao, Zhibo Gong, Yan Ni, Zhen Xiao
Communication is a critical factor for the big multi-agent world to stay organized and productive.
Multi-agent Reinforcement Learning reinforcement-learning +1
no code implementations • COLING 2016 • Yang Xiao, Yu-An Wang, Hangyu Mao, Zhen Xiao
Accurate prediction of user attributes from social media is valuable for both social science analysis and consumer targeting.