Bairu Hou

1. A Survey on Data Selection for Language Models
   2024/02/26 by Alon Albalak, Albalak, Alon, Yanai Elazar +25 · 41 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
2. Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling
   2023/11/15 by Bairu Hou, Hou, Bairu, Yujian Liu +9 · 20 citations
   Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
3. Instruction-Following Pruning for Large Language Models
   2025/01/03 by Bairu Hou, Qibin Chen, Hou, Bairu +15 · 1 voice · 5 citations
   #cs.CL
4. Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing
   2024/02/25 by Jiabao Ji, Bairu Hou, Ji, Jiabao +12 · 10 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Hate Speech and Cyberbullying Detection #Digital and Cyber Forensics
5. PromptBoosting: Black-Box Text Classification with Ten Forward Passes
   2022/12/19 by Bairu Hou, Hou, Bairu, Joe O’Connor +7 · 4 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech Recognition and Synthesis
6. A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation
   2024/06/11 by Bairu Hou, Yang Zhang, Hou, Bairu +5 · 5 citations
   Computer Science · #Computation and Language (cs.CL) #Digital Media Forensic Detection #FOS: Computer and information sciences
7. Advancing the Robustness of Large Language Models through Self-Denoised Smoothing
   2024/04/18 by Jiabao Ji, Bairu Hou, Ji, Jiabao +17 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling