Shams, Zohreh

11 publications

ICML 2025 Avoiding Leakage Poisoning: Concept Interventions Under Distribution Shifts Mateo Espinosa Zarlenga, Gabriele Dominici, Pietro Barbiero, Zohreh Shams, Mateja Jamnik
ECCV 2024 Efficient Bias Mitigation Without Privileged Information Mateo Espinosa Zarlenga, Swami Sankaranarayanan, Jerone T. A. Andrews, Zohreh Shams, Mateja Jamnik, Alice Xiang
ICLRW 2023 CGXplain: Rule-Based Deep Neural Network Explanations Using Dual Linear Programs Konstantin Hemker, Zohreh Shams, Mateja Jamnik
NeurIPS 2023 Learning to Receive Help: Intervention-Aware Concept Embedding Models Mateo Espinosa Zarlenga, Katie Collins, Krishnamurthy Dvijotham, Adrian Weller, Zohreh Shams, Mateja Jamnik
TMLR 2023 TabCBM: Concept-Based Interpretable Neural Networks for Tabular Data Mateo Espinosa Zarlenga, Zohreh Shams, Michael Edward Nelson, Been Kim, Mateja Jamnik
ICMLW 2023 TabCBM: Concept-Based Interpretable Neural Networks for Tabular Data Mateo Espinosa Zarlenga, Zohreh Shams, Michael Edward Nelson, Been Kim, Mateja Jamnik
AAAI 2023 Towards Robust Metrics for Concept Representation Evaluation Mateo Espinosa Zarlenga, Pietro Barbiero, Zohreh Shams, Dmitry Kazhdan, Umang Bhatt, Adrian Weller, Mateja Jamnik
NeurIPS 2022 Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off Mateo Espinosa Zarlenga, Pietro Barbiero, Gabriele Ciravegna, Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Zohreh Shams, Frederic Precioso, Stefano Melacci, Adrian Weller, Pietro Lió, Mateja Jamnik
NeurIPSW 2021 Efficient Decompositional Rule Extraction for Deep Neural Networks Mateo Espinosa Zarlenga, Zohreh Shams, Mateja Jamnik
IJCAI 2016 Normative Practical Reasoning via Argumentation and Dialogue Zohreh Shams, Marina De Vos, Nir Oren, Julian A. Padget
IJCAI 2015 Normative Practical Reasoning: An Argumentation-Based Approach Zohreh Shams