Zeynep Akata

Explaining CLIP Zero-shot Predictions Through Concepts CVPR 2026 FINER: MLLMs Hallucinate under Fine-grained Negative Queries CVPR 2026 Rethinking Concept Bottleneck Models: From Pitfalls to Solutions CVPR 2026 Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences ICLR 2025 Context-Aware Multimodal Pretraining CVPR 2025 COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training CVPR 2025 Decoupling Angles and Strength in Low-rank Adaptation ICLR 2025 Disentangled Representation Learning with the Gromov-Monge Gap ICLR 2025 FLAIR: VLM with Fine-grained Language-informed Image Representations CVPR 2025 How to Merge Your Multimodal Models Over Time? CVPR 2025 Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) ICLR 2025 Scalable Ranked Preference Optimization for Text-to-Image Generation ICCV 2025 SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions ICCV 2025 WikiBigEdit: Understanding the Limits of Lifelong Knowledge Editing in LLMs ICML 2025 A Practitioner's Guide to Real-World Continual Multimodal Pretraining NeurIPS 2024 DataDream: Few-shot Guided Dataset Generation ECCV 2024 EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval ECCV 2024 ETHER: Efficient Finetuning of Large-Scale Models with Hyperplane Reflections ICML 2024 Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model ICLR 2024 Geometry Fidelity for Spherical Images ECCV 2024 Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models ECCV 2024 ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization NeurIPS 2024 Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation ICLR 2024 Vision-by-Language for Training-Free Compositional Image Retrieval ICLR 2024 Bridging the Gap Between Model Explanations in Partially Annotated Multi-Label Classification CVPR 2023 Disentanglement of Correlated Factors via Hausdorff Factorized Support ICLR 2023 Image-Free Classifier Injection for Zero-Shot Classification ICCV 2023 In-Context Impersonation Reveals Large Language Models' Strengths and Biases NeurIPS 2023 Iterative Superquadric Recomposition of 3D Objects from Multiple Views ICCV 2023 Meta-in-context learning in large language models NeurIPS 2023 PDiscoNet: Semantically consistent part discovery for fine-grained recognition ICCV 2023 ProbVLM: Probabilistic Adapter for Frozen Vison-Language Models ICCV 2023 Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships NeurIPS 2023 Urban Scene Semantic Segmentation With Low-Cost Coarse Annotation WACV 2023 USIM-DAL: Uncertainty-aware Statistical Image Modeling-based Dense Active Learning for Super-resolution UAI 2023 Waffling Around for Performance: Visual Classification with Random Words and Broad Concepts ICCV 2023 Abstracting Sketches through Simple Primitives ECCV 2022 A Non-Isotropic Probabilistic Take On Proxy-Based Deep Metric Learning ECCV 2022 Audio-Visual Generalised Zero-Shot Learning With Cross-Modal Attention and Language CVPR 2022 BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks ECCV 2022 Integrating Language Guidance Into Vision-Based Deep Metric Learning CVPR 2022 KG-SP: Knowledge Guided Simple Primitives for Open World Compositional Zero-Shot Learning CVPR 2022 Large Loss Matters in Weakly Supervised Multi-Label Classification CVPR 2022 Non-Isotropy Regularization for Proxy-Based Deep Metric Learning CVPR 2022 PlanT: Explainable Planning Transformers via Object-Level Representations CoRL 2022 Relational Proxies: Emergent Relationships as Fine-Grained Discriminators NeurIPS 2022 Temporal and Cross-Modal Attention for Audio-Visual Zero-Shot Learning ECCV 2022 VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning CVPR 2022 Audio Retrieval with Natural Language Queries Interspeech 2021 Distilling Audio-Visual Knowledge by Compositional Contrastive Learning CVPR 2021 E-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks ICCV 2021 Fine-Grained Zero-Shot Learning with DNA as Side Information NeurIPS 2021 Keep CALM and Improve Visual Feature Attribution ICCV 2021 Learning Decision Trees Recurrently Through Communication CVPR 2021 Learning Graph Embeddings for Compositional Zero-Shot Learning CVPR 2021 Open World Compositional Zero-Shot Learning CVPR 2021 Robustness via Uncertainty-aware Cycle Consistency NeurIPS 2021 Attribute Prototype Network for Zero-Shot Learning NeurIPS 2020 Evaluating Weakly Supervised Object Localization Methods Right CVPR 2020 Learning Robust Representations via Multi-View Information Bottleneck ICLR 2020 Towards Recognizing Unseen Categories in Unseen Domains ECCV 2020 Combining Generative and Discriminative Models for Hybrid Inference NeurIPS 2019 F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning CVPR 2019 Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders CVPR 2019 Modeling Conceptual Understanding in Image Reference Games NeurIPS 2019 Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-Based Image Retrieval CVPR 2019 Semantic Projection Network for Zero- and Few-Label Semantic Segmentation CVPR 2019 Feature Generating Networks for Zero-Shot Learning CVPR 2018 Grounding Visual Explanations ECCV 2018 Multimodal Explanations: Justifying Decisions and Pointing to the Evidence CVPR 2018 Textual Explanations for Self-Driving Vehicles ECCV 2018 Exploiting Saliency for Object Segmentation From Image Level Labels CVPR 2017 Gaze Embeddings for Zero-Shot Image Classification CVPR 2017 Zero-Shot Learning - the Good, the Bad and the Ugly CVPR 2017 Generative Adversarial Text to Image Synthesis ICML 2016 Latent Embeddings for Zero-Shot Classification CVPR 2016 Learning Deep Representations of Fine-Grained Visual Descriptions CVPR 2016 Learning What and Where to Draw NeurIPS 2016 Multi-Cue Zero-Shot Learning With Strong Supervision CVPR 2016 Evaluation of Output Embeddings for Fine-Grained Image Classification CVPR 2015 Label-Embedding for Attribute-Based Classification CVPR 2013