Heming Xia

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 18

Top Topics

Cognitive Process

Document Ranking

Speculative Execution

Top Venues

EMNLP (Findings)

Publications

Yixin Yang, Zheng Li, Qingxiu Dong, Heming Xia, Zhifang Sui
Can Large Multimodal Models Uncover Deep Semantics Behind Images? CoRR (2024)
Heming Xia, Zhe Yang, Qingxiu Dong, Peiyi Wang, Yongqi Li, Tao Ge, Tianyu Liu, Wenjie Li, Zhifang Sui
Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding. CoRR (2024)
Qiancheng Xu, Yongqi Li, Heming Xia, Wenjie Li
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models. CoRR (2024)
Yixin Yang, Zheng Li, Qingxiu Dong, Heming Xia, Zhifang Sui
Can Large Multimodal Models Uncover Deep Semantics Behind Images? ACL (Findings) (2024)
Weiyao Luo, Suncong Zheng, Heming Xia, Weikang Wang, Yan Lei, Tianyu Liu, Shuang Chen, Zhifang Sui
Taking a Deep Breath: Enhancing Language Modeling of Large Language Models with Sentinel Tokens. CoRR (2024)
Heming Xia, Zhe Yang, Qingxiu Dong, Peiyi Wang, Yongqi Li, Tao Ge, Tianyu Liu, Wenjie Li, Zhifang Sui
Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding. ACL (Findings) (2024)
Shoujie Tong, Heming Xia, Damai Dai, Runxin Xu, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui
Bi-Drop: Enhancing Fine-tuning Generalization via Synchronous sub-net Estimation and Optimization. EMNLP (Findings) (2023)
Heming Xia, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui
Enhancing Continual Relation Extraction via Classifier Decomposition. ACL (Findings) (2023)
Heming Xia, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui
Enhancing Continual Relation Extraction via Classifier Decomposition. CoRR (2023)
Shoujie Tong, Heming Xia, Damai Dai, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui
Bi-Drop: Generalizable Fine-tuning for Pre-trained Language Models via Adaptive Subnetwork Optimization. CoRR (2023)
Heming Xia, Qingxiu Dong, Lei Li, Jingjing Xu, Tianyu Liu, Ziwei Qin, Zhifang Sui
ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories. EMNLP (Findings) (2023)
Heming Xia, Tao Ge, Peiyi Wang, Si-Qing Chen, Furu Wei, Zhifang Sui
Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation. EMNLP (Findings) (2023)
Heming Xia, Qingxiu Dong, Lei Li, Jingjing Xu, Ziwei Qin, Zhifang Sui
ImageNetVC: Zero-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories. CoRR (2023)
Heming Xia, Tao Ge, Furu Wei, Zhifang Sui
Lossless Speedup of Autoregressive Translation with Generalized Aggressive Decoding. CoRR (2022)
Tao Ge, Heming Xia, Xin Sun, Si-Qing Chen, Furu Wei
Lossless Acceleration for Seq2seq Generation with Aggressive Decoding. CoRR (2022)
Qingxiu Dong, Ziwei Qin, Heming Xia, Tian Feng, Shoujie Tong, Haoran Meng, Lin Xu, Zhongyu Wei, Weidong Zhan, Baobao Chang, Sujian Li, Tianyu Liu, Zhifang Sui
Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues. ACL (1) (2022)
Qingxiu Dong, Ziwei Qin, Heming Xia, Tian Feng, Shoujie Tong, Haoran Meng, Lin Xu, Tianyu Liu, Zuifang Sui, Weidong Zhan, Sujian Li, Zhongyu Wei
Premise-based Multimodal Reasoning: A Human-like Cognitive Process. CoRR (2021)
Heming Xia, Lijing Shao, Junjie Zhao, Zhoujian Cao
Improved deep learning techniques in gravitational-wave data analysis. CoRR (2020)