Zixian Ma

According to our database, Zixian Ma authored at least 30 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass.

Yinuo Yang, Zixian Ma, Manasi Ganti, Jieyu Zhang, Ranjay Krishna

CoRR, April, 2026

MolmoWeb: Open Visual Web Agent and Open Data for the Open Web.

Tanmay Gupta, Piper Wolters, Zixian Ma, Peter Sushko, Rock Yuren Pang, Diego Llanes, Yue Yang, Taira Anderson, Boyuan Zheng, Zhongzheng Ren, Harsh Trivedi, Taylor Blanton, Caleb Ouellette, Winson Han, Ali Farhadi, Ranjay Krishna

CoRR, April, 2026

MolmoPoint: Better Pointing for VLMs with Grounding Tokens.

Christopher Clark, Yue Yang, Jae Sung Park, Zixian Ma, Jieyu Zhang, Rohun Tripathi, Mohammadreza Salehi, Sangho Lee, Taira Anderson, Winson Han, Ranjay Krishna

CoRR, March, 2026

VFIG: Vectorizing Complex Figures in SVG with Vision-Language Models.

Qijia He, Xunmei Liu, Hammaad Memon, Ziang Li, Zixian Ma, Jaemin Cho, Jason Ren, Daniel S. Weld, Ranjay Krishna

CoRR, March, 2026

Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding.

Christopher Clark, Jieyu Zhang, Zixian Ma, Jae Sung Park, Mohammadreza Salehi, Rohun Tripathi, Sangho Lee, Zhongzheng Ren, Chris Dongjoo Kim, Yinuo Yang, Vincent Shao, Yue Yang, Weikai Huang, Ziqi Gao, Taira Anderson, Jianrui Zhang, Jitesh Jain, George Stoica, Winson Han, Ali Farhadi, Ranjay Krishna

CoRR, January, 2026

2025

SAGE: Training Smart Any-Horizon Agents for Long Video Reasoning with Reinforcement Learning.

Jitesh Jain, Jialuo Li, Zixian Ma, Jieyu Zhang, Chris Dongjoo Kim, Sangho Lee, Rohun Tripathi, Tanmay Gupta, Christopher Clark, Humphrey Shi

CoRR, December, 2025

Completion ≠ Collaboration: Scaling Collaborative Effort with Agents.

Shannon Zejiang Shen, Valerie Chen, Ken Gu, Alexis Ross, Zixian Ma, Jillian Ross, Alex Gu, Chenglei Si, Wayne Chi, Andi Peng, Jocelyn J. Shen, Ameet Talwalkar, Tongshuang Wu, David A. Sontag

CoRR, October, 2025

Rethinking Human Preference Evaluation of LLM Rationales.

Ziang Li, Manasi Ganti, Zixian Ma, Helena Vasconcelos, Qijia He, Ranjay Krishna

CoRR, September, 2025

Reinforced Visual Perception with Tools.

Zetong Zhou, Dongping Chen, Zixian Ma, Zhihan Hu, Mingyang Fu, Sinan Wang, Yao Wan, Zhou Zhao, Ranjay Krishna

CoRR, September, 2025

Explain Before You Answer: A Survey on Compositional Visual Reasoning.

Fucai Ke, Joy Hsu, Zhixi Cai, Zixian Ma, Xin Zheng, Xindi Wu, Sukai Huang, Weiqing Wang, Pari Delir Haghighi, Gholamreza Haffari, Ranjay Krishna, Jiajun Wu, Hamid Rezatofighi

CoRR, August, 2025

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations.

Linjie Li, Mahtab Bigverdi, Jiawei Gu, Zixian Ma, Yinuo Yang, Ziang Li, Yejin Choi, Ranjay Krishna

CoRR, June, 2025

Biological Sequence with Language Model Prompting: A Survey.

Jiyue Jiang, Zikang Wang, Yuheng Shan, Heyan Chai, Jiayi Li, Zixian Ma, Xinrui Zhang, Yu Li

CoRR, March, 2025

Benchmarking Large Language Models on Multiple Tasks in Bioinformatics NLP with Prompting.

Jiyue Jiang, Pengan Chen, Jiuming Wang, Dongchen He, Ziqin Wei, Liang Hong, Licheng Zong, Sheng Wang, Qinze Yu, Zixian Ma, Yanyu Chen, Yimin Fan, Xiangyu Shi, Jiawei Sun, Chuan Wu, Yu Li

CoRR, March, 2025

LATTE: Learning to Think with Vision Specialists.

Zixian Ma, Jianguo Zhang, Zhiwei Liu, Jieyu Zhang, Juntao Tan, Manli Shu, Juan Carlos Niebles, Shelby Heinecke, Huan Wang, Caiming Xiong, Ranjay Krishna, Silvio Savarese

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

Synthetic Visual Genome.

Jae Sung Park, Zixian Ma, Linjie Li, Chenhao Zheng, Cheng-Yu Hsieh, Ximing Lu, Khyathi Raghavi Chandu, Quan Kong, Norimasa Kobori, Ali Farhadi, Yejin Choi, Ranjay Krishna

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model.

Benlin Liu, Yuhao Dong, Yiqin Wang, Zixian Ma, Yansong Tang, Luming Tang, Yongming Rao, Wei-Chiu Ma, Ranjay Krishna

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

2024

ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models.

Jieyu Zhang, Le Xue, Linxin Song, Jun Wang, Weikai Huang, Manli Shu, An Yan, Zixian Ma, Juan Carlos Niebles, Silvio Savarese, Caiming Xiong, Zeyuan Chen, Ranjay Krishna, Ran Xu

CoRR, 2024

TACO: Learning Multi-modal Action Models with Synthetic Chains-of-Thought-and-Action.

Zixian Ma, Jianguo Zhang, Zhiwei Liu, Jieyu Zhang, Juntao Tan, Manli Shu, Juan Carlos Niebles, Shelby Heinecke, Huan Wang, Caiming Xiong, Ranjay Krishna, Silvio Savarese

CoRR, 2024

Task Me Anything.

Jieyu Zhang, Weikai Huang, Zixian Ma, Oscar Michel, Dong He, Tanmay Gupta, Wei-Chiu Ma, Ali Farhadi, Aniruddha Kembhavi, Ranjay Krishna

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples.

Baiqi Li, Zhiqiu Lin, Wenxuan Peng, Jean de Dieu Nyandwi, Daniel Jiang, Zixian Ma, Simran Khanuja, Ranjay Krishna, Graham Neubig, Deva Ramanan

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

m &m's: A Benchmark to Evaluate Tool-Use for multi-step multi-modal Tasks.

Zixian Ma, Weikai Huang, Jieyu Zhang, Tanmay Gupta, Ranjay Krishna

Proceedings of the Computer Vision - ECCV 2024, 2024

2023

SugarCrepe: Fixing Hackable Benchmarks for Vision-Language Compositionality.

Cheng-Yu Hsieh, Jieyu Zhang, Zixian Ma, Aniruddha Kembhavi, Ranjay Krishna

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

@ CREPE: Can Vision-Language Foundation Models Reason Compositionally?

Zixian Ma, Jerry Hong, Mustafa Omer Gul, Mona Gandhi, Irena Gao, Ranjay Krishna

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Model Sketching: Centering Concepts in Early-Stage Machine Learning Model Design.

Michelle S. Lam, Zixian Ma, Anne Li, Izequiel Freitas, Dakuo Wang, James A. Landay, Michael S. Bernstein

Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 2023

2022

A Lightweight Deep Learning-Based Algorithm for Array Imperfection Correction and DOA Estimation.

Wenwei Fang, Zhihui Cao, Dingke Yu, Xin Wang, Zixian Ma, Bing Lan, Chunyi Song, Zhiwei Xu

J. Commun. Inf. Networks, September, 2022

DOA Estimation Based on Root Sparse Bayesian Learning Under Gain and Phase Error.

Dingke Yu, Xin Wang, Wenwei Fang, Zixian Ma, Bing Lan, Chunyi Song, Zhiwei Xu

J. Commun. Inf. Networks, June, 2022

MobilePhys: Personalized Mobile Camera-Based Contactless Physiological Sensing.

Xin Liu, Yuntao Wang, Sinan Xie, Xiaoyu Zhang, Zixian Ma, Daniel McDuff, Shwetak N. Patel

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2022

ELIGN: Expectation Alignment as a Multi-Agent Intrinsic Reward.

Zixian Ma, Rose E. Wang, Fei-Fei Li, Michael S. Bernstein, Ranjay Krishna

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Multi-Satellite Tracking For The LEO Satellite Communication Network.

Qin Chen, Zixian Ma, Bing Lan, Chunyi Song, Zhiwei Xu

Proceedings of the IEEE International Conference on Communications, 2022

2021

OpenAttack: An Open-source Textual Adversarial Attack Toolkit.

Guoyang Zeng, Fanchao Qi, Qianrui Zhou, Tingji Zhang, Zixian Ma, Bairu Hou, Yuan Zang, Zhiyuan Liu, Maosong Sun

Proceedings of the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021