Baharan Mirzasoleiman

1. Selection via Proxy: Efficient Data Selection for Deep Learning
   2019/06/26 by Cody Coleman, Coleman, Cody, Christopher Yeh +13 · 31 citations
   Computer Science · #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
2. CrossWalk: Fairness-enhanced Node Representation Learning
   2021/05/06 by Ahmad Khajehnejad, M. Amin Khajehnejad, Khajehnejad, Ahmad +9 · 7 citations
   Psychology · Social Sciences · #Behavioral Health and Interventions #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI) #Social and Intergroup Psychology
3. SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models
   2024/03/12 by Yu Yang, Yang, Yu, Siddhartha Mishra +5 · 9 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques
4. Towards Sustainable Learning: Coresets for Data-efficient Deep Learning
   2023/06/02 by Yang Yu, Yang, Yu, Hao Kang +3 · 6 citations
   Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
5. Robust Learning with Progressive Data Expansion Against Spurious Correlation
   2023/06/08 by Yihe Deng, Yang Yu, Deng, Yihe +5 · 6 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and Data Classification #Text and Document Classification Technologies
6. Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity
   2024/03/18 by Siddharth Joshi, Arnav Jain, Joshi, Siddharth +5 · 6 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
7. Friendly Noise against Adversarial Noise: A Powerful Defense against Data Poisoning Attacks
   2022/08/14 by Tian Yu Liu, Liu, Tian Yu, Yang Yu +3 · 4 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression
   2023/05/25 by Yihao Xue, Xue, Yihao, Siddharth Joshi +6 · 4 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
9. Graph Contrastive Learning under Heterophily via Graph Filters
   2023/03/11 by Wenhan Yang, Yang, Wenhan, Baharan Mirzasoleiman +1 · 3 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Recommender Systems and Techniques
10. Better Safe than Sorry: Pre-training CLIP against Targeted Data Poisoning and Backdoor Attacks
    2023/10/05 by Wenhan Yang, Jingdong Gao, Yang, Wenhan +3 · 3 citations
    Medicine · Computer Science · #COVID-19 diagnosis using AI #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning
11. Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity
    2025/05/30 by Dang Nguyen, Nguyen, Dang, Ali Payani +3 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
12. Verify when Uncertain: Beyond Self-Consistency in Black Box Hallucination Detection
    2025/02/20 by Yihao Xue, Kristjan Greenewald, Xue, Yihao +5 · 2 citations
    Neuroscience · #Hallucinations in medical conditions
13. Synthetic Text Generation for Training Large Language Models via Gradient Matching
    2025/02/24 by Dang Nguyen, Nguyen, Dang, Zeman Li +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
14. Mini-batch Coresets for Memory-efficient Language Model Training on Data Mixtures
    2024/07/28 by Dang Khoa Nguyen, Nguyen, Dang, Wenhan Yang +7 · 1 citation
    Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Innovative Microfluidic and Catalytic Techniques Innovation #Machine Learning (cs.LG)
15. Representations Shape Weak-to-Strong Generalization: Theoretical Insights and Empirical Predictions
    2025/02/02 by Yihao Xue, Xue, Yihao, Jiping Li +3 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
16. Learning as Reasoning Unfolds: Progressive Rollout Allocation for Efficient Reinforcement Learning
    2026/07/24 by Heyang Jiang, Henry Liu, Baharan Mirzasoleiman
    #cs.AI