Joshi, Siddharth

1. BeyondWeb: Lessons from Scaling Synthetic Data for Trillion-scale Pretraining
   2025/08/14 by DatologyAI, :, Maini, Pratyush +28 · 1 voice · 7 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
   2023/04/10 by Jason Yik, Yik, Jason, Korneel Van den Berghe +208 · 1 voice · 7 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Neural Networks and Reservoir Computing #cs.AI
3. 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)
4. 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, Siddharth Joshi, Xue, Yihao +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
5. Experimental Demonstration of a Reconfigurable Coupled Oscillator\n Platform to Solve the Max-Cut Problem
   2020/08/10 by Mohammad Khairul Bashar, Antik Mallick, Bashar, Mohammad Khairul +9 · 3 citations
   Biochemistry, Genetics and Molecular Biology · Engineering · #Advanced Optical Network Technologies #Applied Physics (physics.app-ph) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Molecular Junctions and Nanostructures #Protein Degradation and Inhibitors
6. Challenges and Opportunities in Improving Worst-Group Generalization in Presence of Spurious Features
   2023/06/21 by Joshi, Siddharth, Yang, Yu, Xue, Yihao +2 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-Training of Deep Networks
   2024/10/03 by Joshi, Siddharth, Ni, Jiayi, Mirzasoleiman, Baharan · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation
   2025/01/07 by Joshi, Siddharth, Nushi, Besmira, Balachandran, Vidhisha +4 · 1 citation
   #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)