Dancheng Liu

According to our database, Dancheng Liu authored at least 20 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Towards Pretraining Robust ASR Foundation Model with Acoustic-Aware Data Augmentation.

Dancheng Liu, Amir Nassereldine, Chenhui Xu, Jinjun Xiong

CoRR, May, 2025

FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks.

Chenhui Xu, Dancheng Liu, Amir Nassereldine, Jinjun Xiong

CoRR, May, 2025

Combating Partial Perception Deficit in Autonomous Driving with Multimodal LLM Commonsense.

Yuting Hu, Chenhui Xu, Ruiyang Qin, Dancheng Liu, Amir Nassereldine, Yiyu Shi, Jinjun Xiong

CoRR, March, 2025

Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability.

Chenhui Xu, Dancheng Liu, Jiajie Li, Amir Nassereldine, Zhaohui Li, Jinjun Xiong

CoRR, March, 2025

Sub-Sequential Physics-Informed Learning with State Space Model.

Chenhui Xu, Dancheng Liu, Yuting Hu, Jiajie Li, Ruiyang Qin, Qingxiao Zheng, Jinjun Xiong

CoRR, February, 2025

Recognize Any Surgical Object: Unleashing the Power of Weakly-Supervised Data.

Jiajie Li, Brian R. Quaranto, Chenhui Xu, Ishan Mishra, Ruiyang Qin, Dancheng Liu, Peter C. W. Kim, Jinjun Xiong

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Towards Precision Characterization of Communication Disorders using Models of Perceived Pragmatic Similarity.

Nigel G. Ward, Andres Segura, Georgina Bugarini, Heike Lehnert-LeHouillier, Dancheng Liu, Jinjun Xiong, Olac Fuentes

Proceedings of the 2025 IEEE International Conference on Acoustics, 2025

NVCiM-PT: An NVCiM-Assisted Prompt Tuning Framework for Edge LLMs.

Ruiyang Qin, Pengyu Ren, Zheyu Yan, Liu Liu, Dancheng Liu, Amir Nassereldine, Jinjun Xiong, Kai Ni, X. Sharon Hu, Yiyu Shi

Proceedings of the Design, Automation & Test in Europe Conference, 2025

2024

Tiny-Align: Bridging Automatic Speech Recognition and Large Language Model on the Edge.

Ruiyang Qin, Dancheng Liu, Gelei Xu, Zheyu Yan, Chenhui Xu, Yuting Hu, X. Sharon Hu, Jinjun Xiong, Yiyu Shi

CoRR, 2024

Automatic Screening for Children with Speech Disorder using Automatic Speech Recognition: Opportunities and Challenges.

Dancheng Liu, Jason Yang, Ishan Albrecht-Buehler, Helen Qin, Sophie Li, Yuting Hu, Amir Nassereldine, Jinjun Xiong

CoRR, 2024

Automating Knowledge Discovery from Scientific Literature via LLMs: A Dual-Agent Approach with Progressive Ontology Prompting.

Yuting Hu, Dancheng Liu, Qingyun Wang, Charles Yu, Heng Ji, Jinjun Xiong

CoRR, 2024

FASA: a Flexible and Automatic Speech Aligner for Extracting High-quality Aligned Children Speech Data.

Dancheng Liu, Jinjun Xiong

CoRR, 2024

Large Language Models have Intrinsic Self-Correction Ability.

Dancheng Liu, Amir Nassereldine, Ziming Yang, Chenhui Xu, Yuting Hu, Jiajie Li, Utkarsh Kumar, Changjae Lee, Jinjun Xiong

CoRR, 2024

PI-Whisper: An Adaptive and Incremental ASR Framework for Diverse and Evolving Speaker Characteristics.

Amir Nassereldine, Dancheng Liu, Chenhui Xu, Jinjun Xiong

CoRR, 2024

Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge Devices.

Ruiyang Qin, Dancheng Liu, Zheyu Yan, Zhaoxuan Tan, Zixuan Pan, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Jinjun Xiong, Yiyu Shi

CoRR, 2024

Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures.

Ruiyang Qin, Zheyu Yan, Dewen Zeng, Zhenge Jia, Dancheng Liu, Jianbo Liu, Zhi Zheng, Ningyuan Cao, Kai Ni, Jinjun Xiong, Yiyu Shi

CoRR, 2024

Ensembler: Combating model inversion attacks using model ensemble during collaborative inference.

Dancheng Liu, Jinjun Xiong

CoRR, 2024

Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures.

Ruiyang Qin, Zheyu Yan, Dewen Zeng, Zhenge Jia, Dancheng Liu, Jianbo Liu, Ahmed Abbasi, Zhi Zheng, Ningyuan Cao, Kai Ni, Jinjun Xiong, Yiyu Shi

Proceedings of the 43rd IEEE/ACM International Conference on Computer-Aided Design, 2024

2023

Towards a Robust and Efficient Classifier for Real World Radio Signal Modulation Classification.

Dancheng Liu, Kazim Ergun, Tajana Simunic Rosing

Proceedings of the IEEE International Conference on Acoustics, 2023

2021

Energy and QoS-Aware Dynamic Reliability Management of IoT Edge Computing Systems.

Kazim Ergun, Raid Ayoub, Pietro Mercati, Dancheng Liu, Tajana Rosing

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021