Search All 2022 Events
 

14 Results

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Workshop
A Closer Look at the Intervention Procedure of Concept Bottleneck Models
Sungbin Shin · Yohan Jo · Sungsoo Ahn · Namhoon Lee
Poster
Wed 14:00 Addressing Leakage in Concept Bottleneck Models
Marton Havasi · Sonali Parbhoo · Finale Doshi-Velez
Workshop
Interactive Concept Bottleneck Models
Kushal Chauhan · Rishabh Tiwari · Jan Freyberg · Pradeep Shenoy · Krishnamurthy Dvijotham
Poster
Thu 14:00 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 LiĆ³ · Mateja Jamnik
Workshop
GlanceNets: Interpretable, Leak-proof Concept-based Models
Emanuele Marconato · Andrea Passerini · Stefano Teso
Workshop
Fri 4:40 GlanceNets: Interpretable, Leak-proof Concept-based Models
Emanuele Marconato · Andrea Passerini · Stefano Teso
Poster
Wed 14:00 ZeroC: A Neuro-Symbolic Model for Zero-shot Concept Recognition and Acquisition at Inference Time
Tailin Wu · Megan Tjandrasuwita · Zhengxuan Wu · Xuelin Yang · Kevin Liu · Rok Sosic · Jure Leskovec
Poster
Natural image synthesis for the retina with variational information bottleneck representation
Babak Rahmani · Demetri Psaltis · Christophe Moser
Workshop
Fri 12:00 Tackling Personalized Federated Learning with Label Concept Drift via Hierarchical Bayesian Modeling
Xingchen Ma · Junyi Zhu · Matthew Blaschko
Poster
Tue 9:00 GlanceNets: Interpretable, Leak-proof Concept-based Models
Emanuele Marconato · Andrea Passerini · Stefano Teso
Poster
Thu 14:00 CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior
Eldar D Abraham · Karel D&#x27;Oosterlinck · Amir Feder · Yair Gat · Atticus Geiger · Christopher Potts · Roi Reichart · Zhengxuan Wu
Poster
Wed 14:00 Learning Concept Credible Models for Mitigating Shortcuts
Jiaxuan Wang · Sarah Jabbour · Maggie Makar · Michael Sjoding · Jenna Wiens