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Jie Peng 0002
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Publications
- 2025
- [c13]Zhen Tan, Jie Peng, Song Wang, Lijie Hu, Tianlong Chen, Huan Liu:
Tuning-Free Accountable Intervention for LLM Deployment - a Metacognitive Approach. AAAI 2025: 25237-25245 - [c12]Mohan Zhang, Pingzhi Li, Jie Peng, Mufan Qiu, Tianlong Chen:
Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert Parallelism Design. NAACL (Long Papers) 2025: 6815-6825 - [c11]Yang Ouyang, Hengrui Gu, Shuhang Lin, Wenyue Hua, Jie Peng, Bhavya Kailkhura, Meijun Gao, Tianlong Chen, Kaixiong Zhou:
Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense. NAACL (Long Papers) 2025: 12541-12554 - [i28]Yang Ouyang, Hengrui Gu, Shuhang Lin, Wenyue Hua, Jie Peng, Bhavya Kailkhura, Tianlong Chen, Kaixiong Zhou:
Layer-Level Self-Exposure and Patch: Affirmative Token Mitigation for Jailbreak Attack Defense. CoRR abs/2501.02629 (2025) - [i27]Zijie Liu, Xinyu Zhao, Jie Peng, Zhuangdi Zhu, Qingyu Chen, Xia Hu, Tianlong Chen:
Dialogue is Better Than Monologue: Instructing Medical LLMs via Strategical Conversations. CoRR abs/2501.17860 (2025) - [i26]Jie Peng, Shuang Zhou, Longwei Yang, Yiran Song, Mohan Zhang, Kaixiong Zhou, Feng Xie, Mingquan Lin, Rui Zhang, Tianlong Chen:
Continually Evolved Multimodal Foundation Models for Cancer Prognosis. CoRR abs/2501.18170 (2025) - [i25]Ruichen Zhang, Mufan Qiu, Zhen Tan, Mohan Zhang, Vincent Lu, Jie Peng, Kaidi Xu, Leandro Z. Agudelo, Peter Qian, Tianlong Chen:
Symbiotic Cooperation for Web Agents: Harnessing Complementary Strengths of Large and Small LLMs. CoRR abs/2502.07942 (2025) - [i24]Mufan Qiu, Xinyu Hu, Fengwei Zhan, Sukwon Yun, Jie Peng, Ruichen Zhang, Bhavya Kailkhura, Jiekun Yang, Tianlong Chen:
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models. CoRR abs/2503.01682 (2025) - [i23]Mohan Zhang, Pingzhi Li, Jie Peng, Mufan Qiu, Tianlong Chen:
Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert Parallelism Design. CoRR abs/2504.01337 (2025) - [i22]Zhuoran Yang, Jie Peng, Zhen Tan, Tianlong Chen, Yanyong Zhang:
LightDefense: A Lightweight Uncertainty-Driven Defense against Jailbreaks via Shifted Token Distribution. CoRR abs/2504.01533 (2025) - [i19]Vaidehi Patil, Yi-Lin Sung, Peter Hase, Jie Peng, Tianlong Chen, Mohit Bansal:
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation. CoRR abs/2505.01456 (2025) - [i18]Shuqing Luo, Pingzhi Li, Jie Peng, Hanrui Wang, Yang Zhao, Yu Cao, Yu Cheng, Tianlong Chen:
Occult: Optimizing Collaborative Communication across Experts for Accelerated Parallel MoE Training and Inference. CoRR abs/2505.13345 (2025) - [i17]Jiayi Xin, Sukwon Yun, Jie Peng, Inyoung Choi, Jenna l. Ballard, Tianlong Chen, Qi Long:
I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. CoRR abs/2505.19190 (2025) - 2024
- [j1]Vaidehi Patil, Yi-Lin Sung, Peter Hase, Jie Peng, Tianlong Chen, Mohit Bansal:
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation. Trans. Mach. Learn. Res. 2024 (2024) - [c10]Sukwon Yun
, Jie Peng
, Alexandro E. Trevino
, Chanyoung Park
, Tianlong Chen
:
Mew: Multiplexed Immunofluorescence Image Analysis Through an Efficient Multiplex Network. ECCV (55) 2024: 127-144 - [c7]Sukwon Yun, Inyoung Choi, Jie Peng, Yangfan Wu, Jingxuan Bao, Qiyiwen Zhang, Jiayi Xin, Qi Long, Tianlong Chen:
Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts. NeurIPS 2024 - [i16]Zhen Tan, Jie Peng, Tianlong Chen, Huan Liu:
Tuning-Free Accountable Intervention for LLM Deployment - A Metacognitive Approach. CoRR abs/2403.05636 (2024) - [i13]Zhen Tan, Daize Dong, Xinyu Zhao, Jie Peng, Yu Cheng, Tianlong Chen:
DLO: Dynamic Layer Operation for Efficient Vertical Scaling of LLMs. CoRR abs/2407.11030 (2024) - [i12]Sukwon Yun, Jie Peng, Alexandro E. Trevino, Chanyoung Park, Tianlong Chen:
Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient Multiplex Network. CoRR abs/2407.17857 (2024) - [i10]Pingzhi Li, Prateek Yadav, Jaehong Yoon, Jie Peng, Yi-Lin Sung, Mohit Bansal, Tianlong Chen:
Glider: Global and Local Instruction-Driven Expert Router. CoRR abs/2410.07172 (2024) - [i9]Sukwon Yun, Inyoung Choi, Jie Peng, Yangfan Wu, Jingxuan Bao, Qiyiwen Zhang, Jiayi Xin, Qi Long, Tianlong Chen:
Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts. CoRR abs/2410.08245 (2024) - [i8]Jie Peng, Zhang Cao, Huaizhi Qu, Zhengyu Zhang, Chang Guo, Yanyong Zhang, Zhichao Cao, Tianlong Chen:
Harnessing Your DRAM and SSD for Sustainable and Accessible LLM Inference with Mixed-Precision and Multi-level Caching. CoRR abs/2410.14740 (2024) - [i7]Shuqing Luo, Jie Peng, Pingzhi Li, Tianlong Chen:
HEXA-MoE: Efficient and Heterogeneous-aware MoE Acceleration with ZERO Computation Redundancy. CoRR abs/2411.01288 (2024)

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