Liu, Bang

23 publications

ICLR 2025 AFlow: Automating Agentic Workflow Generation Jiayi Zhang, Jinyu Xiang, Zhaoyang Yu, Fengwei Teng, Xiong-Hui Chen, Jiaqi Chen, Mingchen Zhuge, Xin Cheng, Sirui Hong, Jinlin Wang, Bingnan Zheng, Bang Liu, Yuyu Luo, Chenglin Wu

ICLR 2025 Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection Yun Zhu, Jia-Chen Gu, Caitlin Sikora, Ho Ko, Yinxiao Liu, Chu-Cheng Lin, Lei Shu, Liangchen Luo, Lei Meng, Bang Liu, Jindong Chen

NeurIPS 2025 AlignVLM: Bridging Vision and Language Latent Spaces for Multimodal Document Understanding Ahmed Masry, Juan A. Rodriguez, Tianyu Zhang, Suyuchen Wang, Chao Wang, Aarash Feizi, Akshay Kalkunte Suresh, Abhay Puri, Xiangru Jian, Pierre-Andre Noel, Sathwik Tejaswi Madhusudhan, Marco Pedersoli, Bang Liu, Nicolas Chapados, Yoshua Bengio, Enamul Hoque, Christopher Pal, Issam H. Laradji, David Vazquez, Perouz Taslakian, Spandana Gella, Sai Rajeswar

ICLRW 2025 AlignVLM: Bridging Vision and Language Latent Spaces for Multimodal Understanding Ahmed Masry, Juan A. Rodriguez, Tianyu Zhang, Suyuchen Wang, Chao Wang, Aarash Feizi, Akshay Kalkunte Suresh, Abhay Puri, Xiangru Jian, Pierre-Andre Noel, Sathwik Tejaswi Madhusudhan, Marco Pedersoli, Bang Liu, Nicolas Chapados, Yoshua Bengio, Enamul Hoque, Christopher Pal, Issam H. Laradji, David Vazquez, Perouz Taslakian, Spandana Gella, Sai Rajeswar

ICLRW 2025 DASFormer: Self-Supervised Pretraining for Earthquake Monitoring Qianggang Ding, Zhichao Shen, Weiqiang Zhu, Bang Liu

ICLR 2025 MatExpert: Decomposing Materials Discovery by Mimicking Human Experts Qianggang Ding, Santiago Miret, Bang Liu

ICLR 2025 OSCAR: Operating System Control via State-Aware Reasoning and Re-Planning Xiaoqiang Wang, Bang Liu

NeurIPS 2025 System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts Xiaoqiang Wang, Suyuchen Wang, Yun Zhu, Bang Liu

ICLR 2025 VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text Tianyu Zhang, Suyuchen Wang, Lu Li, Ge Zhang, Perouz Taslakian, Sai Rajeswar, Jie Fu, Bang Liu, Yoshua Bengio

ECCV 2024 CadVLM: Bridging Language and Vision in the Generation of Parametric CAD Sketches Sifan Wu, Amir Hosein Khasahmadi, Mor Katz, Pradeep Kumar Jayaraman, Yewen Pu, Karl D.D. Willis, Bang Liu

IJCAI 2024 CausalNET: Unveiling Causal Structures on Event Sequences by Topology-Informed Causal Attention Hua Zhu, Hong Huang, Kehan Yin, Zejun Fan, Hai Jin, Bang Liu

ICML 2024 EiG-Search: Generating Edge-Induced Subgraphs for GNN Explanation in Linear Time Shengyao Lu, Bang Liu, Keith G Mills, Jiao He, Di Niu

ICLR 2024 GOAt: Explaining Graph Neural Networks via Graph Output Attribution Shengyao Lu, Keith G. Mills, Jiao He, Bang Liu, Di Niu

NeurIPSW 2024 HoneyComb: A Flexible LLM-Based Agent System for Materials Science Huan Zhang, Yu Song, Ziyu Hou, Santiago Miret, Bang Liu

NeurIPSW 2024 MatExpert: Decomposing Materials Discovery by Mimicking Human Experts Qianggang Ding, Santiago Miret, Bang Liu

AAAI 2024 Talk Funny! a Large-Scale Humor Response Dataset with Chain-of-Humor Interpretation Yuyan Chen, Yichen Yuan, Panjun Liu, Dayiheng Liu, Qinghao Guan, Mengfei Guo, Haiming Peng, Bang Liu, Zhixu Li, Yanghua Xiao

NeurIPSW 2024 VCR: Visual Caption Restoration Tianyu Zhang, Suyuchen Wang, Lu Li, Ge Zhang, Perouz Taslakian, Sai Rajeswar, Jie Fu, Bang Liu, Yoshua Bengio

ICCV 2023 DenseShift: Towards Accurate and Efficient Low-Bit Power-of-Two Quantization Xinlin Li, Bang Liu, Rui Heng Yang, Vanessa Courville, Chao Xing, Vahid Partovi Nia

NeurIPSW 2023 HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science Yu Song, Santiago Miret, Huan Zhang, Bang Liu

AAAI 2023 Identify Event Causality with Knowledge and Analogy Sifan Wu, Ruihui Zhao, Yefeng Zheng, Jian Pei, Bang Liu

CVPR 2022 MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-Based Visual Question Answering Yang Ding, Jing Yu, Bang Liu, Yue Hu, Mingxin Cui, Qi Wu

ICLR 2022 R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning Shengyao Lu, Bang Liu, Keith G. Mills, Shangling Jui, Di Niu

NeurIPS 2021 S$^3$: Sign-Sparse-Shift Reparametrization for Effective Training of Low-Bit Shift Networks Xinlin Li, Bang Liu, Yaoliang Yu, Wulong Liu, Chunjing Xu, Vahid Partovi Nia