Ardalani, Newsha

9 publications

ICLR 2026 Composer: A Search Framework for Hybrid Neural Architecture Design Bilge Acun, Prasoon Sinha, Newsha Ardalani, Sangmin Bae, Alicia Golden, Meghana Madhyastha, Chien-Yu Lin, Fei Sun, Neeraja J. Yadwadkar, Carole-Jean Wu

ICLR 2026 How Text Quality Interventions Reshape Neural Scaling Laws for LLMs: Empirical Study Newsha Ardalani, Feiyang Kang, Michael Kuchnik, Mostafa Elhoushi, Shubhabrata Sengupta, Shang-Wen Li, Carole-Jean Wu

ICLR 2026 Quagmires in SFT-RL Post-Training: When High SFT Scores Mislead and What to Use Instead Feiyang Kang, Michael Kuchnik, Karthik Padthe, Marin Vlastelica, Ruoxi Jia, Carole-Jean Wu, Newsha Ardalani

NeurIPS 2025 CATransformers: Carbon Aware Transformers Through Joint Model-Hardware Optimization Irene Wang, Mostafa Elhoushi, H Ekin Sumbul, Samuel Hsia, Daniel Jiang, Newsha Ardalani, Divya Mahajan, Carole-Jean Wu, Bilge Acun

DMLR 2025 Data Acquisition: A New Frontier in Data-Centric AI Lingjiao Chen, Bilge Acun, Newsha Ardalani, Yifan Sun, Feiyang Kang, Hanrui Lyu, Yongchan Kwon, Ruoxi Jia, Carole-Jean Wu, Matei Zaharia, James Zou

DMLR 2025 Text Quality-Based Pruning for Efficient Training of Language Models Vasu Sharma, Karthik Padthe, Newsha Ardalani, Kushal Tirumala, Russell Howes, Hu Xu, Po-Yao Huang, Daniel Li Chen, Armen Aghajanyan, Gargi Ghosh, Luke Zettlemoyer

CVPR 2024 Sieve: Multimodal Dataset Pruning Using Image Captioning Models Anas Mahmoud, Mostafa Elhoushi, Amro Abbas, Yu Yang, Newsha Ardalani, Hugh Leather, Ari S. Morcos

NeurIPS 2024 Toward Efficient Inference for Mixture of Experts Haiyang Huang, Newsha Ardalani, Anna Sun, Liu Ke, Hsien-Hsin S. Lee, Shruti Bhosale, Carole-Jean Wu, Benjamin Lee

NeurIPS 2023 DataPerf: Benchmarks for Data-Centric AI Development Mark Mazumder, Colby Banbury, Xiaozhe Yao, Bojan Karlaš, William Gaviria Rojas, Sudnya Diamos, Greg Diamos, Lynn He, Alicia Parrish, Hannah Rose Kirk, Jessica Quaye, Charvi Rastogi, Douwe Kiela, David Jurado, David Kanter, Rafael Mosquera, Will Cukierski, Juan Ciro, Lora Aroyo, Bilge Acun, Lingjiao Chen, Mehul Raje, Max Bartolo, Evan Sabri Eyuboglu, Amirata Ghorbani, Emmett Goodman, Addison Howard, Oana Inel, Tariq Kane, Christine R. Kirkpatrick, D. Sculley, Tzu-Sheng Kuo, Jonas W Mueller, Tristan Thrush, Joaquin Vanschoren, Margaret Warren, Adina Williams, Serena Yeung, Newsha Ardalani, Praveen Paritosh, Ce Zhang, James Y Zou, Carole-Jean Wu, Cody Coleman, Andrew Y. Ng, Peter Mattson, Vijay Janapa Reddi