Akata, Zeynep

105 publications

ICLR 2025 Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences Shuchen Wu, Mirko Thalmann, Peter Dayan, Zeynep Akata, Eric Schulz

CVPR 2025 COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-Training Sanghwan Kim, Rui Xiao, Mariana-Iuliana Georgescu, Stephan Alaniz, Zeynep Akata

NeurIPS 2025 Concept-Guided Interpretability via Neural Chunking Shuchen Wu, Stephan Alaniz, Shyamgopal Karthik, Peter Dayan, Eric Schulz, Zeynep Akata

CVPR 2025 Context-Aware Multimodal Pretraining Karsten Roth, Zeynep Akata, Dima Damen, Ivana Balazevic, Olivier J. Henaff

ICLR 2025 Decoupling Angles and Strength in Low-Rank Adaptation Massimo Bini, Leander Girrbach, Zeynep Akata

ICLR 2025 Disentangled Representation Learning with the Gromov-Monge Gap Théo Uscidda, Luca Eyring, Karsten Roth, Fabian J Theis, Zeynep Akata, Marco Cuturi

CVPR 2025 FLAIR: VLM with Fine-Grained Language-Informed Image Representations Rui Xiao, Sanghwan Kim, Mariana-Iuliana Georgescu, Zeynep Akata, Stephan Alaniz

ICLRW 2025 How to Merge Multimodal Models over Time? Sebastian Dziadzio, Vishaal Udandarao, Karsten Roth, Ameya Prabhu, Zeynep Akata, Samuel Albanie, Matthias Bethge

CVPR 2025 How to Merge Your Multimodal Models over Time? Sebastian Dziadzio, Vishaal Udandarao, Karsten Roth, Ameya Prabhu, Zeynep Akata, Samuel Albanie, Matthias Bethge

NeurIPS 2025 Noise Hypernetworks: Amortizing Test-Time Compute in Diffusion Models Luca Eyring, Shyamgopal Karthik, Alexey Dosovitskiy, Nataniel Ruiz, Zeynep Akata

ICLR 2025 Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach, Stephan Alaniz, Yiran Huang, Trevor Darrell, Zeynep Akata

ICCV 2025 SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions Jessica Bader, Leander Girrbach, Stephan Alaniz, Zeynep Akata

ICCV 2025 Scalable Ranked Preference Optimization for Text-to-Image Generation Shyamgopal Karthik, Huseyin Coskun, Zeynep Akata, Sergey Tulyakov, Jian Ren, Anil Kag

NeurIPS 2025 Sparse Autoencoders Learn Monosemantic Features in Vision-Language Models Mateusz Pach, Shyamgopal Karthik, Quentin Bouniot, Serge Belongie, Zeynep Akata

ICML 2025 WikiBigEdit: Understanding the Limits of Lifelong Knowledge Editing in LLMs Lukas Thede, Karsten Roth, Matthias Bethge, Zeynep Akata, Thomas Hartvigsen

NeurIPSW 2024 A Practitioner's Guide to Continual Multimodal Pretraining Karsten Roth, Vishaal Udandarao, Sebastian Dziadzio, Ameya Prabhu, Mehdi Cherti, Oriol Vinyals, Olivier J Henaff, Samuel Albanie, Matthias Bethge, Zeynep Akata

NeurIPS 2024 A Practitioner's Guide to Real-World Continual Multimodal Pretraining Vishaal Udandarao, Karsten Roth, Sebastian Dziadzio, Ameya Prabhu, Mehdi Cherti, Oriol Vinyals, Olivier Hénaff, Samuel Albanie, Zeynep Akata, Matthias Bethge

CVPRW 2024 Audio-Visual Generalized Zero-Shot Learning Using Pre-Trained Large Multi-Modal Models David Kurzendörfer, Otniel-Bogdan Mercea, A. Sophia Koepke, Zeynep Akata

ECCV 2024 DataDream: Few-Shot Guided Dataset Generation Jae Myung Kim, Jessica Bader, Stephan Alaniz, Cordelia Schmid, Zeynep Akata

ICMLW 2024 Disentangled Representation Learning Through Geometry Preservation with the Gromov-Monge Gap Théo Uscidda, Luca Eyring, Karsten Roth, Fabian J Theis, Zeynep Akata, Marco Cuturi

ICML 2024 ETHER: Efficient Finetuning of Large-Scale Models with Hyperplane Reflections Massimo Bini, Karsten Roth, Zeynep Akata, Anna Khoreva

ECCV 2024 EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval Thomas Hummel, Shyamgopal Karthik, Mariana-Iuliana Georgescu, Zeynep Akata

ICLR 2024 Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer Between Any Pretrained Model Karsten Roth, Lukas Thede, A. Sophia Koepke, Oriol Vinyals, Olivier J Henaff, Zeynep Akata

ECCV 2024 Geometry Fidelity for Spherical Images Anders Christensen, Nooshin Mojab, Khushman Patel, Karan Ahuja, Zeynep Akata, Ole Winther, Mar Gonzalez Franco, Andrea Colaco

ICMLW 2024 Geometry Fidelity for Spherical Images Anders Christensen, Nooshin Mojab, Khushman Patel, Karan Ahuja, Zeynep Akata, Ole Winther, Mar Gonzalez-Franco, Andrea Colaco

ECCV 2024 Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi, Jae Myung Kim, Karsten Roth, Zeynep Akata

ICLRW 2024 Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi, Jae Myung Kim, Karsten Roth, Zeynep Akata

NeurIPS 2024 ReNO: Enhancing One-Step Text-to-Image Models Through Reward-Based Noise Optimization Luca Eyring, Shyamgopal Karthik, Karsten Roth, Alexey Dosovitskiy, Zeynep Akata

CoLLAs 2024 Reflecting on the State of Rehearsal-Free Continual Learning with Pretrained Models Lukas Thede, Karsten Roth, Olivier J Henaff, Matthias Bethge, Zeynep Akata

ICMLW 2024 SemioLLM: Assessing Large Language Models for Semiological Analysis in Epilepsy Research Meghal Dani, Muthu Jeyanthi Prakash, Zeynep Akata, Stefanie Liebe

ICLR 2024 Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation Luca Eyring, Dominik Klein, Théo Uscidda, Giovanni Palla, Niki Kilbertus, Zeynep Akata, Fabian J Theis

ICLR 2024 Vision-by-Language for Training-Free Compositional Image Retrieval Shyamgopal Karthik, Karsten Roth, Massimiliano Mancini, Zeynep Akata

TMLR 2023 Addressing Caveats of Neural Persistence with Deep Graph Persistence Leander Girrbach, Anders Christensen, Ole Winther, Zeynep Akata, A. Sophia Koepke

CVPR 2023 Bridging the Gap Between Model Explanations in Partially Annotated Multi-Label Classification Youngwook Kim, Jae Myung Kim, Jieun Jeong, Cordelia Schmid, Zeynep Akata, Jungwoo Lee

ICMLW 2023 Caveats of Neural Persistence in Deep Neural Networks Leander Girrbach, Anders Christensen, Ole Winther, Zeynep Akata, A. Sophia Koepke

ICLR 2023 Disentanglement of Correlated Factors via Hausdorff Factorized Support Karsten Roth, Mark Ibrahim, Zeynep Akata, Pascal Vincent, Diane Bouchacourt

CVPRW 2023 Exposing and Mitigating Spurious Correlations for Cross-Modal Retrieval Jae-Myung Kim, A. Sophia Koepke, Cordelia Schmid, Zeynep Akata

ICCV 2023 Image-Free Classifier Injection for Zero-Shot Classification Anders Christensen, Massimiliano Mancini, A. Sophia Koepke, Ole Winther, Zeynep Akata

NeurIPS 2023 In-Context Impersonation Reveals Large Language Models' Strengths and Biases Leonard Salewski, Stephan Alaniz, Isabel Rio-Torto, Eric Schulz, Zeynep Akata

ICCV 2023 Iterative Superquadric Recomposition of 3D Objects from Multiple Views Stephan Alaniz, Massimiliano Mancini, Zeynep Akata

NeurIPS 2023 Meta-in-Context Learning in Large Language Models Julian Coda-Forno, Marcel Binz, Zeynep Akata, Matt Botvinick, Jane Wang, Eric Schulz

ICCV 2023 PDiscoNet: Semantically Consistent Part Discovery for Fine-Grained Recognition Robert van der Klis, Stephan Alaniz, Massimiliano Mancini, Cassio F. Dantas, Dino Ienco, Zeynep Akata, Diego Marcos

ICCV 2023 ProbVLM: Probabilistic Adapter for Frozen Vison-Language Models Uddeshya Upadhyay, Shyamgopal Karthik, Massimiliano Mancini, Zeynep Akata

CVPRW 2023 The Manifold Hypothesis for Gradient-Based Explanations Sebastian Bordt, Uddeshya Upadhyay, Zeynep Akata, Ulrike von Luxburg

NeurIPS 2023 Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships Abhra Chaudhuri, Massimiliano Mancini, Zeynep Akata, Anjan Dutta

UAI 2023 USIM-DAL: Uncertainty-Aware Statistical Image Modeling-Based Dense Active Learning for Super-Resolution Vikrant Rangnekar, Uddeshya Upadhyay, Zeynep Akata, Biplab Banerjee

WACV 2023 Urban Scene Semantic Segmentation with Low-Cost Coarse Annotation Anurag Das, Yongqin Xian, Yang He, Zeynep Akata, Bernt Schiele

ICCV 2023 Waffling Around for Performance: Visual Classification with Random Words and Broad Concepts Karsten Roth, Jae Myung Kim, A. Sophia Koepke, Oriol Vinyals, Cordelia Schmid, Zeynep Akata

ECCV 2022 A Non-Isotropic Probabilistic Take on Proxy-Based Deep Metric Learning Michael Kirchhof, Karsten Roth, Zeynep Akata, Enkelejda Kasneci

ECCV 2022 Abstracting Sketches Through Simple Primitives Stephan Alaniz, Massimiliano Mancini, Anjan Dutta, Diego Marcos, Zeynep Akata

CVPRW 2022 Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu, Massimiliano Mancini, Yanbei Chen, Zeynep Akata

TMLR 2022 Attribute Prediction as Multiple Instance Learning Diego Marcos, Aike Potze, Wenjia Xu, Devis Tuia, Zeynep Akata

CVPR 2022 Audio-Visual Generalised Zero-Shot Learning with Cross-Modal Attention and Language Otniel-Bogdan Mercea, Lukas Riesch, A. Sophia Koepke, Zeynep Akata

ECCV 2022 BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks Uddeshya Upadhyay, Shyamgopal Karthik, Yanbei Chen, Massimiliano Mancini, Zeynep Akata

CVPRW 2022 Compositional Mixture Representations for Vision and Text Stephan Alaniz, Marco Federici, Zeynep Akata

CVPR 2022 Integrating Language Guidance into Vision-Based Deep Metric Learning Karsten Roth, Oriol Vinyals, Zeynep Akata

CVPR 2022 KG-SP: Knowledge Guided Simple Primitives for Open World Compositional Zero-Shot Learning Shyamgopal Karthik, Massimiliano Mancini, Zeynep Akata

CVPR 2022 Large Loss Matters in Weakly Supervised Multi-Label Classification Youngwook Kim, Jae Myung Kim, Zeynep Akata, Jungwoo Lee

NeurIPSW 2022 Momentum-Based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Zafir Stojanovski, Karsten Roth, Zeynep Akata

NeurIPSW 2022 Momentum-Based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Zafir Stojanovski, Karsten Roth, Zeynep Akata

CVPR 2022 Non-Isotropy Regularization for Proxy-Based Deep Metric Learning Karsten Roth, Oriol Vinyals, Zeynep Akata

CoRL 2022 PlanT: Explainable Planning Transformers via Object-Level Representations Katrin Renz, Kashyap Chitta, Otniel-Bogdan Mercea, A. Sophia Koepke, Zeynep Akata, Andreas Geiger

CVPRW 2022 Probabilistic Compositional Embeddings for Multimodal Image Retrieval Neculai Andrei, Yanbei Chen, Zeynep Akata

NeurIPS 2022 Relational Proxies: Emergent Relationships as Fine-Grained Discriminators Abhra Chaudhuri, Massimiliano Mancini, Zeynep Akata, Anjan Dutta

ICLRW 2022 Semantic Image Synthesis with Semantically Coupled VQ-Model Stephan Alaniz, Thomas Hummel, Zeynep Akata

ECCV 2022 Temporal and Cross-Modal Attention for Audio-Visual Zero-Shot Learning Otniel-Bogdan Mercea, Thomas Hummel, A. Sophia Koepke, Zeynep Akata

CVPRW 2022 Uniform Priors for Data-Efficient Learning Samarth Sinha, Karsten Roth, Anirudh Goyal, Marzyeh Ghassemi, Zeynep Akata, Hugo Larochelle, Animesh Garg

CVPR 2022 VGSE: Visually-Grounded Semantic Embeddings for Zero-Shot Learning Wenjia Xu, Yongqin Xian, Jiuniu Wang, Bernt Schiele, Zeynep Akata

CVPRW 2021 A Closer Look at Self-Training for Zero-Label Semantic Segmentation Giuseppe Pastore, Fabio Cermelli, Yongqin Xian, Massimiliano Mancini, Zeynep Akata, Barbara Caputo

ICCVW 2021 Concurrent Discrimination and Alignment for Self-Supervised Feature Learning Anjan Dutta, Massimiliano Mancini, Zeynep Akata

CVPR 2021 Distilling Audio-Visual Knowledge by Compositional Contrastive Learning Yanbei Chen, Yongqin Xian, A. Sophia Koepke, Ying Shan, Zeynep Akata

ICCV 2021 E-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks Maxime Kayser, Oana-Maria Camburu, Leonard Salewski, Cornelius Emde, Virginie Do, Zeynep Akata, Thomas Lukasiewicz

NeurIPS 2021 Fine-Grained Zero-Shot Learning with DNA as Side Information Sarkhan Badirli, Zeynep Akata, George Mohler, Christine Picard, Mehmet M Dundar

ICCV 2021 Keep CALM and Improve Visual Feature Attribution Jae Myung Kim, Junsuk Choe, Zeynep Akata, Seong Joon Oh

CVPR 2021 Learning Decision Trees Recurrently Through Communication Stephan Alaniz, Diego Marcos, Bernt Schiele, Zeynep Akata

CVPR 2021 Learning Graph Embeddings for Compositional Zero-Shot Learning Muhammad Ferjad Naeem, Yongqin Xian, Federico Tombari, Zeynep Akata

CVPR 2021 Open World Compositional Zero-Shot Learning Massimiliano Mancini, Muhammad Ferjad Naeem, Yongqin Xian, Zeynep Akata

NeurIPSW 2021 Revisiting Visual Product for Compositional Zero-Shot Learning Shyamgopal Karthik, Massimiliano Mancini, Zeynep Akata

NeurIPS 2021 Robustness via Uncertainty-Aware Cycle Consistency Uddeshya Upadhyay, Yanbei Chen, Zeynep Akata

NeurIPS 2020 Attribute Prototype Network for Zero-Shot Learning Wenjia Xu, Yongqin Xian, Jiuniu Wang, Bernt Schiele, Zeynep Akata

ECCVW 2020 Bayesian Zero-Shot Learning Sarkhan Badirli, Zeynep Akata, Murat Dundar

ECCVW 2020 Generalized Many-Way Few-Shot Video Classification Yongqin Xian, Bruno Korbar, Matthijs Douze, Bernt Schiele, Zeynep Akata, Lorenzo Torresani

ECCVW 2020 Generating Visual and Semantic Explanations with Multi-Task Network Wenjia Xu, Jiuniu Wang, Yang Wang, Yirong Wu, Zeynep Akata

ICLR 2020 Learning Robust Representations via Multi-View Information Bottleneck Marco Federici, Anjan Dutta, Patrick Forré, Nate Kushman, Zeynep Akata

ECCV 2020 Towards Recognizing Unseen Categories in Unseen Domains Massimiliano Mancini, Zeynep Akata, Elisa Ricci, Barbara Caputo

NeurIPS 2019 Combining Generative and Discriminative Models for Hybrid Inference Victor Garcia Satorras, Zeynep Akata, Max Welling

ICLRW 2019 Cross-Linked Variational Autoencoders for Generalized Zero-Shot Learning Edgar Schönfeld, Sayna Ebrahimi, Samarth Sinha, Trevor Darrell, Zeynep Akata

CVPRW 2019 F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Yongqin Xian, Saurabh Sharma, Bernt Schiele, Zeynep Akata

CVPRW 2019 Generalized Zero-Shot Learning via Aligned Variational Autoencoders Edgar Schönfeld, Sayna Ebrahimi, Samarth Sinha, Trevor Darrell, Zeynep Akata

NeurIPS 2019 Modeling Conceptual Understanding in Image Reference Games Rodolfo Corona Rodriguez, Stephan Alaniz, Zeynep Akata

ECCV 2018 Grounding Visual Explanations Lisa Anne Hendricks, Ronghang Hu, Trevor Darrell, Zeynep Akata

ECCV 2018 Textual Explanations for Self-Driving Vehicles Jinkyu Kim, Anna Rohrbach, Trevor Darrell, John Canny, Zeynep Akata

ECCVW 2018 WiCV at ECCV2018: The Fifth Women in Computer Vision Workshop Zeynep Akata, Dena Bazazian, Yana Hasson, Angjoo Kanazawa, Hildegard Kuehne, Gül Varol

CVPR 2017 Exploiting Saliency for Object Segmentation from Image Level Labels Seong Joon Oh, Rodrigo Benenson, Anna Khoreva, Zeynep Akata, Mario Fritz, Bernt Schiele

CVPR 2017 Gaze Embeddings for Zero-Shot Image Classification Nour Karessli, Zeynep Akata, Bernt Schiele, Andreas Bulling

CVPR 2017 Zero-Shot Learning - The Good, the Bad and the Ugly Yongqin Xian, Bernt Schiele, Zeynep Akata

ECCV 2016 Generating Visual Explanations Lisa Anne Hendricks, Zeynep Akata, Marcus Rohrbach, Jeff Donahue, Bernt Schiele, Trevor Darrell

ICML 2016 Generative Adversarial Text to Image Synthesis Scott Reed, Zeynep Akata, Xinchen Yan, Lajanugen Logeswaran, Bernt Schiele, Honglak Lee

CVPR 2016 Latent Embeddings for Zero-Shot Classification Yongqin Xian, Zeynep Akata, Gaurav Sharma, Quynh Nguyen, Matthias Hein, Bernt Schiele

CVPR 2016 Learning Deep Representations of Fine-Grained Visual Descriptions Scott Reed, Zeynep Akata, Honglak Lee, Bernt Schiele

NeurIPS 2016 Learning What and Where to Draw Scott E Reed, Zeynep Akata, Santosh Mohan, Samuel Tenka, Bernt Schiele, Honglak Lee

CVPR 2016 Multi-Cue Zero-Shot Learning with Strong Supervision Zeynep Akata, Mateusz Malinowski, Mario Fritz, Bernt Schiele

CVPR 2015 Evaluation of Output Embeddings for Fine-Grained Image Classification Zeynep Akata, Scott Reed, Daniel Walter, Honglak Lee, Bernt Schiele

CVPR 2013 Label-Embedding for Attribute-Based Classification Zeynep Akata, Florent Perronnin, Zaid Harchaoui, Cordelia Schmid

CVPR 2012 Towards Good Practice in Large-Scale Learning for Image Classification Florent Perronnin, Zeynep Akata, Zaïd Harchaoui, Cordelia Schmid