Disentangled Dynamic Heterogeneous Graph Learning for Opioid Overdose Prediction. - Qianlong Wen; Zhongyu Ouyang; Jianfei Zhang 002; Yiyue Qian; Yanfang Ye 001; Chuxu Zhang (KDD, 2022)

Adversarial Cross-View Disentangled Graph Contrastive Learning. - Qianlong Wen; Zhongyu Ouyang; Chunhui Zhang; Yiyue Qian; Yanfang Ye 001; Chuxu Zhang (CoRR, 2022)

Diving into Unified Data-Model Sparsity for Class-Imbalanced Graph Representation Learning. - Chunhui Zhang; Chao Huang 001; Yijun Tian 001; Qianlong Wen; Zhongyu Ouyang; Youhuan Li; Yanfang Ye 001; Chuxu Zhang (CoRR, 2022)

When Sparsity Meets Contrastive Models: Less Graph Data Can Bring Better Class-Balanced Representations. - Chunhui Zhang; Chao Huang 001; Yijun Tian 001; Qianlong Wen; Zhongyu Ouyang; Youhuan Li; Yanfang Ye 001; Chuxu Zhang (ICML, 2023)

Learning Musical Representations for Music Performance Question Answering. - Xingjian Diao; Chunhui Zhang; Tingxuan Wu; Ming Cheng 004; Zhongyu Ouyang; Weiyi Wu; Jiang Gui (EMNLP (Findings), 2024)

Working Memory Identifies Reasoning Limits in Language Models. - Chunhui Zhang; Yiren Jian; Zhongyu Ouyang; Soroush Vosoughi (EMNLP, 2024)

From Coarse to Fine: Enable Comprehensive Graph Self-supervised Learning with Multi-granular Semantic Ensemble. - Qianlong Wen; Mingxuan Ju; Zhongyu Ouyang; Chuxu Zhang; Yanfang Ye 001 (ICML, 2024)

How to Improve Representation Alignment and Uniformity in Graph-Based Collaborative Filtering? - Zhongyu Ouyang; Chunhui Zhang; Shifu Hou; Chuxu Zhang; Yanfang Ye 001 (ICWSM, 2024)

Symbolic Prompt Tuning Completes the App Promotion Graph. - Zhongyu Ouyang; Chunhui Zhang; Shifu Hou; Shang Ma; Chaoran Chen; Toby Li; Xusheng Xiao; Chuxu Zhang; Yanfang Ye 001 (ECML/PKDD (10), 2024)

GCVR: Reconstruction from Cross-View Enable Sufficient and Robust Graph Contrastive Learning. - Qianlong Wen; Zhongyu Ouyang; Chunhui Zhang; Yiyue Qian; Chuxu Zhang; Yanfang Ye 001 (UAI, 2024)

Visibility as Survival: Generalizing NLP for Native Alaskan Language Identification. - Ivory Yang; Chunhui Zhang; Yuxin Wang 006; Zhongyu Ouyang; Soroush Vosoughi (ACL (Findings), 2025)

Growing Through Experience: Scaling Episodic Grounding in Language Models. - Chunhui Zhang; Sirui Wang; Zhongyu Ouyang; Xiangchi Yuan; Soroush Vosoughi (ACL (1), 2025)

Scaled Supervision is an Implicit Lipschitz Regularizer. - Zhongyu Ouyang; Chunhui Zhang; Yaning Jia; Soroush Vosoughi (ICWSM, 2025)

Temporal Working Memory: Query-Guided Segment Refinement for Enhanced Multimodal Understanding. - Xingjian Diao; Chunhui Zhang; Weiyi Wu; Zhongyu Ouyang; Peijun Qing; Ming Cheng 004; Soroush Vosoughi; Jiang Gui (NAACL (Findings), 2025)

Pretrained Image-Text Models are Secretly Video Captioners. - Chunhui Zhang; Yiren Jian; Zhongyu Ouyang; Soroush Vosoughi (NAACL (Short Papers), 2025)

Music's Multimodal Complexity in AVQA: Why We Need More than General Multimodal LLMs. - Wenhao You; Xingjian Diao; Chunhui Zhang; Keyi Kong; Weiyi Wu; Zhongyu Ouyang; Chiyu Ma; Tingxuan Wu; Noah Wei; Zong Ke; Ming Cheng 004; Soroush Vosoughi; et al. (CoRR, 2025)

Overcoming Multi-step Complexity in Multimodal Theory-of-Mind Reasoning: A Scalable Bayesian Planner. - Chunhui Zhang; Zhongyu Ouyang; Kwonjoon Lee; Nakul Agarwal; Sean Dae Houlihan; Soroush Vosoughi; Shao-Yuan Lo (CoRR, 2025)

Towards Human-like Preference Profiling in Sequential Recommendation. - Zhongyu Ouyang; Qianlong Wen; Chunhui Zhang; Yanfang Ye 001; Soroush Vosoughi (CoRR, 2025)

SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models. - Xingjian Diao; Chunhui Zhang; Keyi Kong; Weiyi Wu; Chiyu Ma; Zhongyu Ouyang; Peijun Qing; Soroush Vosoughi; Jiang Gui (CoRR, 2025)

Non-parametric Graph Convolution for Re-ranking in Recommendation Systems. - Zhongyu Ouyang; Mingxuan Ju; Soroush Vosoughi; Yanfang Ye 001 (CoRR, 2025)