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Editors: Marco Fumero, Clementine Domine, Zorah L"ahner, Irene Cannistraci, Bo Zhao, Alex Williams
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Preface of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models
; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:1-9
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Enhancing Multimodal Product Retrieval in E-Commerce by Reversing Typographic Attacks
Janet Jenq, Hongda Shen; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:10-29
On Defining Neural Averaging
Su Hyeong Lee, Richard Ngo; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:30-44
An Empirical Study on Unifying JEPA and Language Supervision for Visual Representation Learning
Shixuan Liu, Daniel A Li, Yiwei Lyu, Akhil Kondepudi, Honglak Lee, Todd C Hollon; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:45-56
Mice to Machines: Neural Representations from Visual Cortex for Domain Generalization
Ahmed Rashid Qazi, Hamd Jalil, Asim Iqbal; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:57-69
Representing Neural Network Layers as Linear Operations via Koopman Operator Theory
Nishant Suresh Aswani, Saif Jabari, Muhammad Shafique; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:70-80
Brain–Language Model Alignment: Insights into the Platonic Hypothesis and Intermediate-Layer Advantage
Angela Lopez-Cardona, Sebastian Idesis, Mireia Masias Bruns, Sergi Abadal, Ioannis Arapakis; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:81-101
MultiPersona-Align: Zero-Shot Multi-Subject Personalized Image Generation with Layout-Guidance via Dual Representation Alignment
Veddhanth Chakravarthy, Samir Kumar das mohapatra, Chandrakala S; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:102-114
Interpreting convolutional neural networks to study wide-field amacrine cell inhibition in the retina
Michaela Vystrčilová, Shashwat Sridhar, Max F Burg, Tim Gollisch, Alexander S. Ecker; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:115-128
Bridging Large Gaps in Neural Network Representations with Model Stitching
Neil Traft; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:129-139
Any-Subgroup Equivariant Networks via Symmetry Breaking
Abhinav Goel, Derek Lim, Hannah Lawrence, Stefanie Jegelka, Ningyuan Huang; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:140-158
Transformers as Unrolled Inference in Probabilistic Laplacian Eigenmaps
Aditya Ravuri, Neil D Lawrence; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:159-167
Windsock is Dancing: Adaptive Multimodal Retrieval-Augmented Generation
Shu Zhao, Tianyi Shen, Nilesh Ahuja, Omesh Tickoo, Vijaykrishnan Narayanan; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:168-182
DocQIR-Emb: Document Image Retrieval with Multi-lingual Question Query
Chih-Hui Ho, Giovanna Carreira Marinho, Felipe Viana, Varad Pimpalkhute, Rodolfo Luis Tonoli, Andre Von Zuben; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:183-198
Improving Generation Quality of Long-Tailed Diffusion via Disentangled Latent Representations
Esther Rodriguez, Monica Welfert, Samuel McDowell, Nathan Stromberg, Julian Antolin Camarena, Lalitha Sankar; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:199-211
Quantum Relational Knowledge Distillation
Chen-Yu Liu, Kuan-Cheng Chen, Keisuke Murota, Samuel Yen-Chi Chen, Enrico Rinaldi; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:212-234
Cross-Modal Representational Alignment with LLM Priors for Image Generation
Mykola Vysotskyi, Zahar Kohut, Anna-Alina Bondarets, Taras Rumezhak, Volodymyr Karpiv; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:235-247
Unifying Vision-Language Latents for Zero-label Image Caption Enhancement
Sanghyun Byun, Jung Ick Guack, Mohanad Odema, Baisub Lee, Jacob Song, Woo Seong Chung; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:248-261
Superposition in Graph Neural Networks
Lukas Pertl, Han Xuanyuan, Pietro Lio; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:262-274
Neural Correlates of Language Models Are Specific to Human Language
Iñigo Parra; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:275-289
Evaluating Foundation Models’ 3D Understanding Through Multi-View Correspondence Analysis
Valentina Lilova, Toyesh Chakravorty, Julian I. Bibo, Emma Boccaletti, Brandon Li, Lívia Baxová, Cees G. M. Snoek, Mohammadreza Salehi; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:290-316
Weight Weaving: Parameter Pooling for Data-Free Model Merging
Levy Chaves, Eduardo Valle, Sandra Avila; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:317-329
SemCLIP: A Semantic Memory-Aligned Vision Language Model
Tanveer F Syeda-Mahmood, Niharika S. D’Souza, Ken C. L. Wong, Raziuddin Mahmood, Luyao Shi, Ashutosh Jadhav, Satyananda Kashyap, David Beymer; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:330-341
Superposition disentanglement of neural representations reveals hidden alignment
André Longon, David Klindt, Meenakshi Khosla; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:342-359
GraphMatch: Fusing Language and Graph Representations in a Dynamic Two-Sided Work Marketplace
Mikołaj Sacha, Hammad Jafri, Mattie Terzolo, Ayan Sinha, Andrew Rabinovich; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:360-373
An Empirical Study of Task and Feature Correlations in the Reuse of Pre-trained Models
Jama Hussein Mohamud, Willie Brink; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:374-384
Dead Feature Counts in Sparse Autoencoders Predict Underlying Deep Q Networks’ Effectiveness
Coleman DuPlessie; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:385-397
On Task Vectors and Gradients
Luca Zhou, Daniele Solombrino, Donato Crisostomi, Maria Sofia Bucarelli, Giuseppe Alessio D’Inverno, Fabrizio Silvestri, Emanuele Rodolà; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:398-417
TextIT: Inference-Time Representation Alignment for Improved Visual Text Generation in Diffusion Models
Abhikhya Tripathy, Aishwarya Agarwal, Srikrishna Karanam, Balaji Vasan Srinivasan; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:418-430
Exploring Augmentation-Driven Invariances for Graph Self-supervised Learning in Spatial Omics
Lovro Rabuzin, Michel Tarnow, Valentina Boeva; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:431-445
Escaping Plato’s Cave: JAM for Aligning Independently Trained Vision and Language Models
Hyoseo Yoon, Been Kim, Yisong Yue; Proceedings of UniReps: the Third Edition of the Workshop on Unifying Representations in Neural Models, PMLR 322:446-458
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