Jain, Samyak

14 publications

ICLR 2025 Bonsai: Gradient-Free Graph Condensation for Node Classification Mridul Gupta, Samyak Jain, Vansh Ramani, Hariprasad Kodamana, Sayan Ranu

ICLR 2024 Mechanistically Analyzing the Effects of Fine-Tuning on Procedurally Defined Tasks Samyak Jain, Robert Kirk, Ekdeep Singh Lubana, Robert P. Dick, Hidenori Tanaka, Tim Rocktäschel, Edward Grefenstette, David Krueger

ICLRW 2024 Mechanistically Analyzing the Effects of Fine-Tuning on Procedurally Defined Tasks Samyak Jain, Robert Kirk, Ekdeep Singh Lubana, Robert P. Dick, Hidenori Tanaka, Tim Rocktäschel, Edward Grefenstette, David Krueger

AAAI 2024 Stronger and Transferable Node Injection Attacks Samyak Jain, Tanima Dutta

CVPR 2024 Towards Understanding and Improving Adversarial Robustness of Vision Transformers Samyak Jain, Tanima Dutta

NeurIPS 2024 What Makes and Breaks Safety Fine-Tuning? a Mechanistic Study Samyak Jain, Ekdeep Singh Lubana, Kemal Oksuz, Tom Joy, Philip H.S. Torr, Amartya Sanyal, Puneet K. Dokania

ICMLW 2024 What Makes and Breaks Safety Fine-Tuning? a Mechanistic Study Samyak Jain, Ekdeep Singh Lubana, Kemal Oksuz, Tom Joy, Philip Torr, Amartya Sanyal, Puneet K. Dokania

CVPR 2023 DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks Samyak Jain, Sravanti Addepalli, Pawan Kumar Sahu, Priyam Dey, R. Venkatesh Babu

NeurIPSW 2023 How Does Fine-Tuning Affect Your Model? Mechanistic Analysis on Procedural Tasks Samyak Jain, Robert Kirk, Ekdeep Singh Lubana, Robert P. Dick, Hidenori Tanaka, Tim Rocktäschel, Edward Grefenstette, David Krueger

NeurIPSW 2023 How Does Fine-Tuning Affect Your Model? Mechanistic Analysis on Procedural Tasks Samyak Jain, Robert Kirk, Ekdeep Singh Lubana, Robert P. Dick, Hidenori Tanaka, Tim Rocktäschel, Edward Grefenstette, David Krueger

NeurIPS 2022 Efficient and Effective Augmentation Strategy for Adversarial Training Sravanti Addepalli, Samyak Jain, Venkatesh Babu R

ECCV 2022 Scaling Adversarial Training to Large Perturbation Bounds Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, R. Venkatesh Babu

CVPRW 2021 Boosting Adversarial Robustness Using Feature Level Stochastic Smoothing Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, R. Venkatesh Babu

ICMLW 2021 Towards Achieving Adversarial Robustness Beyond Perceptual Limits Sravanti Addepalli, Samyak Jain, Gaurang Sriramanan, Shivangi Khare, Venkatesh Babu Radhakrishnan