UR-FUNNY: A Multimodal Language Dataset for Understanding Humor. - Md. Kamrul Hasan 003; Wasifur Rahman; AmirAli Bagher Zadeh; Jianyuan Zhong; Md. Iftekhar Tanveer; Louis-Philippe Morency; Mohammed (Ehsan) Hoque (EMNLP/IJCNLP (1), 2019)

Multi-Task Self-Supervised Learning for Robust Speech Recognition. - Mirco Ravanelli; Jianyuan Zhong; Santiago Pascual; Pawel Swietojanski; João Monteiro 002; Jan Trmal; Yoshua Bengio (ICASSP, 2020)

Attention Is All You Need In Speech Separation. - Cem Subakan; Mirco Ravanelli; Samuele Cornell; Mirko Bronzi; Jianyuan Zhong (ICASSP, 2021)

SpeechBrain: A General-Purpose Speech Toolkit. - Mirco Ravanelli; Titouan Parcollet; Peter Plantinga; Aku Rouhe; Samuele Cornell; Loren Lugosch; Cem Subakan; Nauman Dawalatabad; Abdelwahab Heba; Jianyuan Zhong; Ju-Chieh Chou; Sung-Lin Yeh; et al. (CoRR, 2021)

DeepGate3: Towards Scalable Circuit Representation Learning. - Zhengyuan Shi; Ziyang Zheng; Sadaf Khan; Jianyuan Zhong; Min Li 019; Qiang Xu 001 (ICCAD, 2024)

GuardT2I: Defending Text-to-Image Models from Adversarial Prompts. - Yijun Yang; Ruiyuan Gao 001; Xiao Yang; Jianyuan Zhong; Qiang Xu 001 (NeurIPS, 2024)

Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues. - Zhijian Xu; Yuxuan Bian; Jianyuan Zhong; Xiangyu Wen; Qiang Xu 001 (CoRR, 2024)

DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale. - Ziyang Zheng; Shan Huang 010; Jianyuan Zhong; Zhengyuan Shi; Guohao Dai; Ningyi Xu; Qiang Xu 001 (ICLR, 2025)

Guideline Compliance in Task-Oriented Dialogue: The Chained Prior Approach. - Xiangyu Wen; Jianyuan Zhong; Zhijian Xu; Qiang Xu 001 (NAACL (Findings), 2025)

Dyve: Thinking Fast and Slow for Dynamic Process Verification. - Jianyuan Zhong; Zeju Li; Zhijian Xu; Xiangyu Wen; Qiang Xu 001 (CoRR, 2025)

DeepCircuitX: A Comprehensive Repository-Level Dataset for RTL Code Understanding, Generation, and PPA Analysis. - Zeju Li; Changran Xu; Zhengyuan Shi; Zedong Peng; Yi Liu; Yunhao Zhou; Lingfeng Zhou; Chengyu Ma; Jianyuan Zhong; Xi Wang; Jieru Zhao; Zhufei Chu; et al. (CoRR, 2025)

Solve-Detect-Verify: Inference-Time Scaling with Flexible Generative Verifier. - Jianyuan Zhong; Zeju Li; Zhijian Xu; Xiangyu Wen; Kezhi Li; Qiang Xu 001 (CoRR, 2025)

Mathesis: Towards Formal Theorem Proving from Natural Languages. - Yu Xuejun; Jianyuan Zhong; Zijin Feng; Pengyi Zhai; Roozbeh Yousefzadeh; Wei Chong Ng; Haoxiong Liu; Ziyi Shou; Jing Xiong; Yudong Zhou; Claudia Ong; Austen Jeremy Sugiarto; et al. (CoRR, 2025)

Compressing Chain-of-Thought in LLMs via Step Entropy. - Zeju Li; Jianyuan Zhong; Ziyang Zheng; Xiangyu Wen; Zhijian Xu; Yingying Cheng; Fan Zhang; Qiang Xu 001 (CoRR, 2025)