NeurIPS 2026 Hardware Co-Design Dancing in Fetters: Pareto-Optimal On-Device LLMs under Hardware Constraints Luoyang Sun, Jiwen Jiang, Yifeng Ding, Fengfa Li, Yan Song, Haifeng Zhang, Lei Ren, Kun Zhan, Chen Wei, Xie Yan, Jun Wang, Cheng Deng arXiv PDF Copy Bib @inproceedings{sun2026dancing, title = {{Dancing in Fetters: Pareto-Optimal On-Device LLMs under Hardware Constraints}}, author = {Luoyang Sun and Jiwen Jiang and Yifeng Ding and Fengfa Li and Yan Song and Haifeng Zhang and Lei Ren and Kun Zhan and Chen Wei and Xie Yan and Jun Wang and Cheng Deng}, year = {2026}, booktitle = {Advances in Neural Information Processing Systems}, url = {https://arxiv.org/abs/2602.10377} }
AAMAS 2026 Reinforcement Learning Feasible Constraint Policy Optimization for Safe Reinforcement Learning Luoyang Sun*, Jiwen Jiang*, Ning Yang✉, Rasul Tutunov, Haifeng Zhang✉, Jun Wang Paper Copy Bib @inproceedings{sun2026feasible, title = {{Feasible Constraint Policy Optimization for Safe Reinforcement Learning}}, author = {Luoyang Sun and Jiwen Jiang and Ning Yang and Rasul Tutunov and Haifeng Zhang and Jun Wang}, year = {2026}, booktitle = {The 25th International Conference on Autonomous Agents and Multiagent Systems}, doi = {10.65109/VKKT4028}, url = {https://dl.acm.org/doi/abs/10.65109/VKKT4028} }
ACL 2026 LLM Architecture GTA: Grouped-head latenT Attention Luoyang Sun, Jiwen Jiang, Cheng Deng✉, Xinjian Wu, Haifeng Zhang✉, Lei Chen, Lionel Ni, Jun Wang✉ arXiv PDF Code Copy Bib @inproceedings{sun2026gta, title = {{GTA: Grouped-head latenT Attention}}, author = {Luoyang Sun and Jiwen Jiang and Cheng Deng and Xinjian Wu and Haifeng Zhang and Lei Chen and Lionel Ni and Jun Wang}, year = {2026}, booktitle = {Findings of the Association for Computational Linguistics: ACL 2026}, url = {https://arxiv.org/abs/2506.17286} }
2026 ARR Submitted LLM Architecture Mosaic-μP: Hyperparameter Transfer for Large-Scale Modern LLMs Jiwen Jiang, Junyuan Shang, Shuohuan Wang, Dianhai Yu Copy Bib @unpublished{jiangMosaicMup, title = {{Mosaic-$\mu$P: Hyperparameter Transfer for Large-Scale Modern LLMs}}, author = {Jiwen Jiang and Junyuan Shang and Shuohuan Wang and Dianhai Yu}, year = {2026}, note = {Submitted to ACL ARR} }
arXiv Preprint Reinforcement Learning RLFactory: A Plug-and-Play Reinforcement Learning Post-Training Framework for LLM Multi-Turn Tool-Use RLFactory Team arXiv PDF Code Copy Bib @misc{rlfactory2025rlfactory, title = {{RLFactory: A Plug-and-Play Reinforcement Learning Post-Training Framework for LLM Multi-Turn Tool-Use}}, author = {{RLFactory Team}}, year = {2025}, eprint = {2509.06980}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.06980} }
ICML 2025 Reinforcement Learning TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II Weiyu Ma, Jiwen Jiang, Haobo Fu✉, Haifeng Zhang✉ arXiv PDF Copy Bib @misc{ma2025tacticcraft, title = {{TacticCraft: Natural Language-Driven Tactical Adaptation for StarCraft II}}, author = {Weiyu Ma and Jiwen Jiang and Haobo Fu and Haifeng Zhang}, year = {2025}, eprint = {2507.15618}, archivePrefix = {arXiv}, note = {Presented at the Muslims in ML Workshop at ICML 2025}, url = {https://arxiv.org/abs/2507.15618} }
arXiv Preprint Hardware Co-Design PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing Luoyang Sun*, Jiwen Jiang*, Cheng Deng*✉, Yongcheng Zeng, Xinjian Wu, Wenxin Zhao, Qingfa Xiao, Jiachuan Wang, Lei Chen✉, Lionel M. Ni, Haifeng Zhang, Jun Wang✉ arXiv PDF Code Copy Bib @misc{sun2025plm, title = {{PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing}}, author = {Luoyang Sun and Jiwen Jiang and Cheng Deng and Yongcheng Zeng and Xinjian Wu and Wenxin Zhao and Qingfa Xiao and Jiachuan Wang and Lei Chen and Lionel M. Ni and Haifeng Zhang and Jun Wang}, year = {2025}, eprint = {2503.12167}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.12167} }