An Anatomy of Graph Neural Networks Going Deep via the Lens of Mutual Information: Exponential Decay vs. Full Preservation. - Nezihe Merve Gürel; Hansheng Ren; Yujing Wang; Hui Xue 004; Yaming Yang 001; Ce Zhang 001 (CoRR, 2019)

TextNAS: A Neural Architecture Search Space Tailored for Text Representation. - Yujing Wang; Yaming Yang 001; Yiren Chen; Jing Bai 010; Ce Zhang 001; Guinan Su; Xiaoyu Kou; Yunhai Tong; Mao Yang 004; Lidong Zhou (AAAI, 2020)

AutoADR: Automatic Model Design for Ad Relevance. - Yiren Chen; Yaming Yang 001; Hong Sun; Yujing Wang; Yu Xu; Wei Shen; Rong Zhou; Yunhai Tong; Jing Bai 010; Ruofei Zhang (CIKM, 2020)

LadaBERT: Lightweight Adaptation of BERT through Hybrid Model Compression. - Yihuan Mao; Yujing Wang; Chufan Wu; Chen Zhang 001; Yang Wang 053; Quanlu Zhang; Yaming Yang 001; Yunhai Tong; Jing Bai 010 (COLING, 2020)

Deeper Insights into Weight Sharing in Neural Architecture Search. - Yuge Zhang; Zejun Lin; Junyang Jiang; Quanlu Zhang; Yujing Wang; Hui Xue 004; Chen Zhang 001; Yaming Yang 001 (CoRR, 2020)

Improving BERT with Self-Supervised Attention. - Xiaoyu Kou; Yaming Yang 001; Yujing Wang; Ce Zhang 001; Yiren Chen; Yunhai Tong; Yan Zhang 004; Jing Bai 010 (CoRR, 2020)

How Does Supernet Help in Neural Architecture Search? - Yuge Zhang; Quanlu Zhang; Yaming Yang 001 (CoRR, 2020)

Syntax-BERT: Improving Pre-trained Transformers with Syntax Trees. - Jiangang Bai; Yujing Wang; Yiren Chen; Yaming Yang 001; Jing Bai 010; Jing Yu 007; Yunhai Tong (EACL, 2021)

Evolving Attention with Residual Convolutions. - Yujing Wang; Yaming Yang 001; Jiangang Bai; Mingliang Zhang 004; Jing Bai 010; Jing Yu 007; Ce Zhang 001; Gao Huang 001; Yunhai Tong (ICML, 2021)

DeGNN: Improving Graph Neural Networks with Graph Decomposition. - Xupeng Miao; Nezihe Merve Gürel; Wentao Zhang 001; Zhichao Han 001; Bo Li 026; Wei Min; Susie Xi Rao; Hansheng Ren; Yinan Shan; Yingxia Shao; Yujie Wang; Fan Wu 011; et al. (KDD, 2021)

WRENCH: A Comprehensive Benchmark for Weak Supervision. - Jieyu Zhang 001; Yue Yu 001; Yinghao Li; Yujing Wang; Yaming Yang 001; Mao Yang 004; Alexander Ratner (NeurIPS Datasets and Benchmarks, 2021)

AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing. - Yuge Zhang; Chenqian Yan; Quanlu Zhang; Li Lyna Zhang; Yaming Yang 001; Xiaotian Gao; Yuqing Yang 001 (CoRR, 2021)

Attentive Knowledge-aware Graph Convolutional Networks with Collaborative Guidance for Recommendation. - Yankai Chen 001; Yaming Yang 001; Yujing Wang; Jing Bai 010; Xiangchen Song; Irwin King (CoRR, 2021)

Modeling Multi-granularity User Intent Evolving via Heterogeneous Graph Neural Networks for Session-based Recommendation. - Jiayan Guo; Yaming Yang 001; Xiangchen Song; Yuan Zhang 024; Yujing Wang; Jing Bai 010; Yan Zhang 004 (CoRR, 2021)

Graph Pointer Neural Networks. - Tianmeng Yang; Yujing Wang; Zhihan Yue; Yaming Yang 001; Yunhai Tong; Jing Bai 010 (AAAI, 2022)

Multimodal Dialogue Response Generation. - Qingfeng Sun; Yujing Wang; Can Xu; Kai Zheng 021; Yaming Yang 001; Huang Hu; Fei Xu; Jessica Zhang; Xiubo Geng; Daxin Jiang (ACL (1), 2022)

Binary Classification with Positive Labeling Sources. - Jieyu Zhang 001; Yujing Wang; Yaming Yang 001; Yang Luo; Alexander Ratner (CIKM, 2022)

Heat-RL: Online Model Selection for Streaming Time-Series Anomaly Detection. - Yujing Wang; Luoxing Xiong; Mingliang Zhang 004; Hui Xue 004; Qi Chen 009; Yaming Yang 001; Yunhai Tong; Congrui Huang; Bixiong Xu (CoLLAs, 2022)

Privacy-preserving Online AutoML for Domain-Specific Face Detection. - Chenqian Yan; Yuge Zhang; Quanlu Zhang; Yaming Yang 001; Xinyang Jiang; Yuqing Yang 001; Baoyuan Wang (CVPR, 2022)

Knowledge Stimulated Contrastive Prompting for Low-Resource Stance Detection. - Kai Zheng 021; Qingfeng Sun; Yaming Yang 001; Fei Xu (EMNLP (Findings), 2022)

Attentive Knowledge-aware Graph Convolutional Networks with Collaborative Guidance for Personalized Recommendation. - Yankai Chen 001; Yaming Yang 001; Yujing Wang; Jing Bai 010; Xiangchen Song; Irwin King (ICDE, 2022)

Creating Training Sets via Weak Indirect Supervision. - Jieyu Zhang 001; Bohan Wang; Xiangchen Song; Yujing Wang; Yaming Yang 001; Jing Bai 010; Alexander Ratner (ICLR, 2022)

Enhancing Self-Attention with Knowledge-Assisted Attention Maps. - Jiangang Bai; Yujing Wang; Hong Sun; Ruonan Wu; Tianmeng Yang; Pengfei Tang; Defu Cao; Mingliang Zhang 004; Yunhai Tong; Yaming Yang 001; Jing Bai 010; Ruofei Zhang; et al. (NAACL-HLT, 2022)

Learning Multi-granularity Consecutive User Intent Unit for Session-based Recommendation. - Jiayan Guo; Yaming Yang 001; Xiangchen Song; Yuan Zhang 024; Yujing Wang; Jing Bai 010; Yan Zhang 004 (WSDM, 2022)

MMDialog: A Large-scale Multi-turn Dialogue Dataset Towards Multi-modal Open-domain Conversation. - Jiazhan Feng; Qingfeng Sun; Can Xu; Pu Zhao 004; Yaming Yang 001; Chongyang Tao; Dongyan Zhao 001; Qingwei Lin (ACL (1), 2023)

Adversarial Knowledge Stimulated Contrastive Prompting for Few-shot Language Learners. - Kai Zheng 021; Qingfeng Sun; Yaming Yang 001; Tengchao Lv; Yeyong Pi; Changlin Zhao; Fei Xu; Qi Zhang 066 (ACL (Findings), 2023)

Multiple Connectivity Views for Session-based Recommendation. - Yaming Yang 001; Jieyu Zhang 001; Yujing Wang; Zheng Miao; Yunhai Tong (RecSys, 2023)

Self-Supervised Multi-Modal Sequential Recommendation. - Kunzhe Song; Qingfeng Sun; Can Xu; Kai Zheng 021; Yaming Yang 001 (CoRR, 2023)

Convolution-Enhanced Evolving Attention Networks. - Yujing Wang; Yaming Yang 001; Zhuo Li; Jiangang Bai; Mingliang Zhang 004; Xiangtai Li; Jing Yu 007; Ce Zhang 001; Gao Huang 001; Yunhai Tong (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

You Can't Ignore Either: Unifying Structure and Feature Denoising for Robust Graph Learning. - Tianmeng Yang; Jiahao Meng; Min Zhou 006; Yaming Yang 001; Yujing Wang; Xiangtai Li; Yunhai Tong (CIKM, 2024)

Collaborative Multi-Task Representation for Natural Language Understanding. - Yaming Yang 001; Defu Cao; Ming Zeng 009; Jing Yu 007; Xiang Ren; Yunhai Tong; Yujing Wang (IJCNN, 2024)

Characteristic-Aware Time-Series Representation Learning for Unsupervised Anomaly Detection. - Yaming Yang 001; Zhuo Li; Pingping Lin; Juanyong Duan; Hao Zhang; Tianmeng Yang; Congrui Huang; Zhengjie Lin; Yunhai Tong; Yujing Wang (IJCNN, 2024)

RLRF4Rec: Reinforcement Learning from Recsys Feedback for Enhanced Recommendation Reranking. - Chao Sun; Yaobo Liang; Yaming Yang 001; Shilin Xu 001; Tianmeng Yang; Yunhai Tong (CoRR, 2024)

MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning. - Yaming Yang 001; Dilxat Muhtar; Yelong Shen; Yuefeng Zhan; Jianfeng Liu; Yujing Wang; Hao Sun 015; Denvy Deng; Feng Sun 008; Qi Zhang 066; Weizhu Chen; Yunhai Tong (CoRR, 2024)

Token-level Proximal Policy Optimization for Query Generation. - Yichen Ouyang; Lu Wang 029; Fangkai Yang; Pu Zhao 004; Chenghua Huang; Jianfeng Liu; Bochen Pang; Yaming Yang 001; Yuefeng Zhan; Hao Sun 015; Qingwei Lin; Saravan Rajmohan; et al. (CoRR, 2024)

StreamAdapter: Efficient Test Time Adaptation from Contextual Streams. - Dilxat Muhtar; Yelong Shen; Yaming Yang 001; Xiaodong Liu 003; Yadong Lu; Jianfeng Liu; Yuefeng Zhan; Hao Sun 015; Weiwei Deng; Feng Sun 008; Xueliang Zhang; Jianfeng Gao 001; et al. (CoRR, 2024)

MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning. - Yaming Yang 001; Dilxat Muhtar; Yelong Shen; Yuefeng Zhan; Jianfeng Liu; Yujing Wang; Hao Sun 015; Weiwei Deng; Feng Sun 008; Qi Zhang 066; Weizhu Chen; Yunhai Tong (AAAI, 2025)