"model robustness" Papers

11 papers found

Aligning Visual Contrastive learning models via Preference Optimization

Amirabbas Afzali, Borna khodabandeh, Ali Rasekh et al.

ICLR 2025posterarXiv:2411.08923
3
citations

Remarkable Robustness of LLMs: Stages of Inference?

Vedang Lad, Jin Hwa Lee, Wes Gurnee et al.

NeurIPS 2025oralarXiv:2406.19384
89
citations

Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients

Mengmeng Ma, Tang Li, Xi Peng

ICML 2024poster

Energy-based Backdoor Defense without Task-Specific Samples and Model Retraining

Yudong Gao, Honglong Chen, Peng Sun et al.

ICML 2024poster

HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

Mantas Mazeika, Long Phan, Xuwang Yin et al.

ICML 2024poster

Improving SAM Requires Rethinking its Optimization Formulation

Wanyun Xie, Fabian Latorre, Kimon Antonakopoulos et al.

ICML 2024poster

MM-SafetyBench: A Benchmark for Safety Evaluation of Multimodal Large Language Models

Xin Liu, Yichen Zhu, Jindong Gu et al.

ECCV 2024posterarXiv:2311.17600
183
citations

Revealing the Dark Secrets of Extremely Large Kernel ConvNets on Robustness

Honghao Chen, Zhang Yurong, xiaokun Feng et al.

ICML 2024poster

Robustness of Deep Learning for Accelerated MRI: Benefits of Diverse Training Data

Kang Lin, Reinhard Heckel

ICML 2024poster

Unraveling Batch Normalization for Realistic Test-Time Adaptation

Zixian Su, Jingwei Guo, Kai Yao et al.

AAAI 2024paperarXiv:2312.09486
9
citations

Why Larger Language Models Do In-context Learning Differently?

Zhenmei Shi, Junyi Wei, Zhuoyan Xu et al.

ICML 2024poster