Active Deep Learning to Tune Down the Noise in Labels. - Karan Samel; Xu Miao (KDD, 2018)

Scallop: From Probabilistic Deductive Databases to Scalable Differentiable Reasoning. - Jiani Huang; Ziyang Li; Binghong Chen; Karan Samel; Mayur Naik; Le Song; Xujie Si (NeurIPS, 2021)

ProTo: Program-Guided Transformer for Program-Guided Tasks. - Zelin Zhao; Karan Samel; Binghong Chen; Le Song (NeurIPS, 2021)

How to Design Sample and Computationally Efficient VQA Models. - Karan Samel; Zelin Zhao; Binghong Chen; Kuan Wang; Robin Luo; Le Song (CoRR, 2021)

Learning Temporal Rules from Noisy Timeseries Data. - Karan Samel; Zelin Zhao; Binghong Chen; Shuang Li 002; Dharmashankar Subramanian; Irfan Essa; Le Song (CoRR, 2022)

Integrating Noisy Knowledge into Language Representations for E-Commerce Applications. - Karan Samel; Jun Ma; Zhengyang Wang; Tong Zhao; Irfan Essa (IEEE Big Data, 2023)

SST: Semantic and Structural Transformers for Hierarchy-aware Language Models in E-commerce. - Karan Samel; Houyu Zhang; Jun Ma 029; Haoming Jiang; Qing Ping; Sheng Wang 012; Yi Xu 011; Belinda Zeng; Trishul Chilimbi (IEEE Big Data, 2023)

GeneDAE: A Sparse Denoising Autoencoder for Deriving Interpretable Gene Embeddings. - Monica Isgut; Neha Jain; Andrew Hornback; Karan Samel; May Dongmei Wang (Tiny Papers @ ICLR, 2023)

End-to-End Query Term Weighting. - Karan Samel; Cheng Li 012; Weize Kong; Tao Chen 008; Mingyang Zhang 001; Shaleen Kumar Gupta; Swaraj Khadanga; Wensong Xu; Xingyu Wang; Kashyap Kolipaka; Michael Bendersky; Marc Najork (KDD, 2023)

On the Efficacy of Text-Based Input Modalities for Action Anticipation. - Apoorva Beedu; Karan Samel; Irfan Essa (CoRR, 2024)

Exploring Efficient Foundational Multi-modal Models for Video Summarization. - Karan Samel; Apoorva Beedu; Nitish Sontakke; Irfan Essa (CoRR, 2024)

Leveraging Structured Knowledge to Enable Efficient AI Assistants. - Karan Samel (2025)

Leveraging Procedural Knowledge and Task Hierarchies for Efficient Instructional Video Pre-training. - Karan Samel; Nitish Sontakke; Irfan Essa (CoRR, 2025)