Kang, Justin Singh

7 publications

NeurIPS 2025 ProxySPEX: Inference-Efficient Interpretability via Sparse Feature Interactions in LLMs Landon Butler, Abhineet Agarwal, Justin Singh Kang, Yigit Efe Erginbas, Bin Yu, Kannan Ramchandran

NeurIPS 2025 SHAP Zero Explains Biological Sequence Models with Near-Zero Marginal Cost for Future Queries Darin Tsui, Aryan Musharaf, Yigit Efe Erginbas, Justin Singh Kang, Amirali Aghazadeh

ICML 2025 SPEX: Scaling Feature Interaction Explanations for LLMs Justin Singh Kang, Landon Butler, Abhineet Agarwal, Yigit Efe Erginbas, Ramtin Pedarsani, Bin Yu, Kannan Ramchandran

ICLRW 2025 SPEX: Scaling Feature Interaction Explanations for LLMs Justin Singh Kang, Landon Butler, Abhineet Agarwal, Yigit Efe Erginbas, Ramtin Pedarsani, Bin Yu, Kannan Ramchandran

NeurIPS 2024 Learning to Understand: Identifying Interactions via the Möbius Transform Justin Singh Kang, Yigit Efe Erginbas, Landon Butler, Ramtin Pedarsani, Kannan Ramchandran

TMLR 2024 The Fair Value of Data Under Heterogeneous Privacy Constraints in Federated Learning Justin Singh Kang, Ramtin Pedarsani, Kannan Ramchandran

NeurIPSW 2023 The Fair Value of Data Under Heterogeneous Privacy Constraints in Federated Learning Justin Singh Kang, Kannan Ramchandran, Ramtin Pedarsani