Singh, Naman Deep

8 publications

NeurIPS 2025 Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning Amit Peleg, Naman Deep Singh, Matthias Hein

NeurIPS 2025 Robustness in Both Domains: CLIP Needs a Robust Text Encoder Elias Abad Rocamora, Christian Schlarmann, Naman Deep Singh, Yongtao Wu, Matthias Hein, Volkan Cevher

ICMLW 2024 Adversarially Robust CLIP Models Induce Better (Robust) Perceptual Metrics Francesco Croce, Christian Schlarmann, Naman Deep Singh, Matthias Hein

ICML 2024 Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein

ICLRW 2024 Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein

ICMLW 2024 Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein

NeurIPS 2023 Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization Across Threat Models Naman Deep Singh, Francesco Croce, Matthias Hein

ICMLW 2023 Robust Semantic Segmentation: Strong Adversarial Attacks and Fast Training of Robust Models Francesco Croce, Naman Deep Singh, Matthias Hein