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Niloufar Alipour Talemi

2 accepted papers

2026

Hyper-ICL: Attention Calibration with Hyperbolic Anchor Distillation for Multimodal In-Context Learning

ICML 2026poster

Multimodal In-Context Learning (ICL) has emerged as a practical inference paradigm for Multimodal Large Language Models, where a small set of interleaved image-text In-Context Demonstrations (ICDs) conditions the model to solve new tasks. Despite its flexibility, multimodal ICL incurs high inference…

Cited by 0SourceScholar
2025

FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing

CVPR 2025poster

Deepfake detectors often struggle to generalize to novel forgery types due to biases learned from limited training data. In this paper, we identify a new type of model bias in the frequency domain, termed spectral bias, where detectors overly rely on specific frequency bands, restricting their abili…

Cited by 0SourcePDFScholar