@article{chatrath2026ready,title={{READY} or Not: Reliable Enterprise Agent Deployment},author={Chatrath, Veronica and Zhu, Bryan and Fan, Jingxuan and Pu, George and Tiwari, Soham Dinesh and Dan, Soham and Young, Ryan and Li, Yuan and Yao, Yuang and Shanker, Apaar and Yang, Minglai and Zhang, Daniel Yue and He, Yunzhong and Liu, Ying and Wang, Chenguang and Yin, Zhijun and Xue, Yuan},journal={arXiv preprint arXiv:2609.02095},year={2026},month=sep,}
@article{zhang2026spinebranch,title={Spine-Branch Coordination for Multi-agent Computer Use},author={Zhang, Mian and Sharma, Manasi and Zhang, Sheng and Yang, Minglai and Shi, Kejian and Liu, Ying and Chen, Zhiyu Zoey and Zhang, Daniel Yue},journal={arXiv preprint arXiv:2608.22077},year={2026},month=aug,}
@article{yang2026rubric,title={Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-as-Reward {RL}},author={Yang, Minglai and Guo, Xinyu and Tyagi, Utkarsh and Zhang, Mian and Dumitru, Razvan and Hou, Sunjie and He, Yunzhong and Zhang, Daniel Yue and Liu, Ying},journal={arXiv preprint arXiv:2608.11669},year={2026},month=aug,}
Preprint
Agentic Laboratories of the Future: Towards World Models for Scientific Discovery
Kelsey
Fu, Luna
Lyu, Shuzhen
Li, Suozhi
Huang, Suheng
Xu, Joy
Zheng, Xuefeng
Liu, Shilong
Liu, Greg
Barbone, Ying
Liu, Linxi Jim
Fan, Yuke
Zhu, Matthew
Davis, Kaiyi
Jiang, Sherry
Yang, and
40 more authors
@article{fu2026agentic,title={Agentic Laboratories of the Future: Towards World Models for Scientific Discovery},author={Fu, Kelsey and Lyu, Luna and Li, Shuzhen and Huang, Suozhi and Xu, Suheng and Zheng, Joy and Liu, Xuefeng and Liu, Shilong and Barbone, Greg and Liu, Ying and Fan, Linxi Jim and Zhu, Yuke and Davis, Matthew and Jiang, Kaiyi and Yang, Sherry and Kuang, Xu and Luo, Yuan and Dominici, Francesca and Curtis, Christina and Qiu, Xiaojie and Abadie, Alberto and Uhler, Caroline and Tang, Mary and Wu, Joseph C. and Li, Ju and Toettcher, Jared and Avalos, Jos{\'e} L. and Rojansky, Rebecca and Zhao, Huimin and Ioannidis, John P. A. and Rand, Barry and Lundberg, Emma and Rosen, Andrew S. and Liu, Zhuang and Kelley, Shana and Xiong, Chenyan and Engelhardt, Barbara E. and Montine, Thomas and Theodoris, Christina V. and Pollard, Katherine S. and Li, Fuxin and Zhang, Xueyue and Peng, Tianyi and Basov, Dmitri and Qian, Xiang and Xing, Eric and Yazdani, Ali and Leskovec, Jure and Shah, Nigam and Bao, Zhenan and Perona, Pietro and Wu, Sanfeng and Brangwynne, Clifford and Cong, Le and Wang, Mengdi},journal={Preprints.org},year={2026},month=aug,doi={10.20944/preprints202608.0213.v1},}
Report
DrugDiscoveryBench: Can Coding Agents Assist Early-Stage Drug Discovery?
Afra Feyza
Akyürek, Xinming
Tu, Alec
Gutmanstein, Jason
Qin, Divyansh
Agarwal, Sofia
Monasdotter, Sergey
Chekhov, Brenda
Hernandez Villegas, Kirill
Chugunov, Judah
Engel, Veronica
Chatrath, Oscar
Kavanagh, Geobio
Boo, Ernesto
Hernandez, Ying
Liu, and
7 more authors
@techreport{akyurek2026drugdiscoverybench,title={{DrugDiscoveryBench}: Can Coding Agents Assist Early-Stage Drug Discovery?},author={Aky{\"u}rek, Afra Feyza and Tu, Xinming and Gutmanstein, Alec and Qin, Jason and Agarwal, Divyansh and Monasdotter, Sofia and Chekhov, Sergey and Hernandez Villegas, Brenda and Chugunov, Kirill and Engel, Judah and Chatrath, Veronica and Kavanagh, Oscar and Boo, Geobio and Hernandez, Ernesto and Liu, Ying and Xue, Yuan and Sabharwal, Aakash and Zhang, Daniel Yue and Doctor, Zainab and Qu, Yuanhao and He, Yunzhong and Hassaan, Sami},institution={Scale AI (with Phylo)},year={2026},month=jun,}
@article{siu2026chainworld,title={{ChainWorld}: Composing Long-Horizon Desktop Workloads from Atomic {OSWorld} Tasks},author={Siu, Vincent and Sharma, Manasi and Song, Dawn and Zhang, Daniel Yue and Wang, Chenguang and Liu, Ying},journal={arXiv preprint arXiv:2606.21654},year={2026},month=jun,}
@article{guan2026tlx,title={{TLX}: Hardware-Native, Evolvable {MIMW} {GPU} Compiler for Large-scale Production Environments},author={Guan, Yue and Yu, Hongtao and Chen, Peng and Shi, Daohang and Manivannan, Karthik and Riasanovsky, Nicholas J. and Ren, Manman and Wang, Lei and Nay, Shane and Kanuparthy, Partha and Li, Zhijing and Liu, Ying and Pan, Zaifeng and Hu, Zhengding and Ding, Yufei},journal={arXiv preprint arXiv:2605.10905},year={2026},month=may,}
@article{liu2015sampling,note={vol. 63, no. 3, pp. 576--589},title={Sampling from {G}aussian {M}arkov Random Fields Using Stationary and Non-Stationary Subgraph Perturbations},author={Liu, Ying and Kosut, Oliver and Willsky, Alan S.},journal={IEEE Transactions on Signal Processing},volume={63},number={3},pages={576--589},year={2015},doi={10.1109/TSP.2014.2375134},}
@inproceedings{liu2013learning,title={Learning {G}aussian Graphical Models with Observed or Latent {FVS}s},author={Liu, Ying and Willsky, Alan S.},booktitle={Advances in Neural Information Processing Systems (NeurIPS)},volume={26},year={2013},}
@inproceedings{liu2013recursive,title={Recursive {FMP} for Distributed Inference in {G}aussian Graphical Models},author={Liu, Ying and Willsky, Alan S.},booktitle={IEEE International Symposium on Information Theory (ISIT)},year={2013},doi={10.1109/ISIT.2013.6620673},}
@inproceedings{liu2013subgraph,title={Sampling from {G}aussian Graphical Models Using Subgraph Perturbations},author={Liu, Ying and Kosut, Oliver and Willsky, Alan S.},booktitle={IEEE International Symposium on Information Theory (ISIT)},year={2013},doi={10.1109/ISIT.2013.6620676},}
@article{liu2012feedback,note={vol. 60, no. 8, pp. 4135--4150},title={Feedback Message Passing for Inference in {G}aussian Graphical Models},author={Liu, Ying and Chandrasekaran, Venkat and Anandkumar, Animashree and Willsky, Alan S.},journal={IEEE Transactions on Signal Processing},volume={60},number={8},pages={4135--4150},year={2012},}
@article{lippert2011fast,note={vol. 8, no. 10, pp. 833--835},title={{FaST} Linear Mixed Models for Genome-Wide Association Studies},author={Lippert, Christoph and Listgarten, Jennifer and Liu, Ying and Kadie, Carl M. and Davidson, Robert I. and Heckerman, David},journal={Nature Methods},volume={8},number={10},pages={833--835},year={2011},doi={10.1038/nmeth.1681},}
@inproceedings{liu2010feedback,note={pp. 1683--1687},title={Feedback Message Passing for Inference in {G}aussian Graphical Models},author={Liu, Ying and Chandrasekaran, Venkat and Anandkumar, Animashree and Willsky, Alan S.},booktitle={IEEE International Symposium on Information Theory (ISIT)},pages={1683--1687},year={2010},doi={10.1109/ISIT.2010.5513321},}
@inproceedings{liu2008vehicle,note={pp. 247--252},title={Automatic Mining of Vehicle Behaviors with an Unknown Number of Categories},author={Liu, Ying and Zhang, Hao and Meng, Huadong and Wang, Xiqin},booktitle={IEEE International Conference on Intelligent Transportation Systems (ITSC)},address={Beijing, China},pages={247--252},year={2008},month=oct,doi={10.1109/ITSC.2008.4732543},}
@inproceedings{yuan2007thuicrc,note={Notebook paper; joint entry of Tsinghua University and Intel China Research Center},title={{THU} and {ICRC} at {TRECVID} 2007},author={Yuan, Jinhui and Guo, Zhishan and Lv, Li and Wan, Wei and Zhang, Teng and Wang, Dong and Liu, Xiaobing and Liu, Cailiang and Zhu, Shengqi and Wang, Duanpeng and Pang, Yang and Ding, Nan and Liu, Ying and Wang, Jiangping and Zhang, Xiujun and Tie, Xiaozheng and Wang, Zhikun and Wang, Huiyi and Xiao, Tongchun and Liang, Yinyu and Li, Jianmin and Lin, Fuzong and Zhang, Bo and Li, JianGuo and Wu, WeiXin and Tong, XiaoFeng and Ding, DaYong and Chen, YuRong and Wang, Tao and Zhang, Yimin},booktitle={TREC Video Retrieval Evaluation (TRECVID) Workshop},address={Gaithersburg, MD},year={2007},month=nov,}