Joseph, Sonia

7 publications

ICLR 2026 Into the Rabbit Hull: From Task-Relevant Concepts in DINO to Minkowski Geometry Thomas Fel, Binxu Wang, Michael A. Lepori, Matthew Kowal, Andrew Lee, Randall Balestriero, Sonia Joseph, Ekdeep Singh Lubana, Talia Konkle, Demba E. Ba, Martin Wattenberg

ICLR 2026 Sparse CLIP: Co-Optimizing Interpretability and Performance in Contrastive Learning Chuan Qin, Constantin Venhoff, Sonia Joseph, Fanyi Xiao, Stefan Scherer

CVPRW 2025 Decoding Vision Transformers: The Diffusion Steering Lens Ryota Takatsuki, Sonia Joseph, Ippei Fujisawa, Ryota Kanai

NeurIPS 2025 From Noise to Narrative: Tracing the Origins of Hallucinations in Transformers Praneet Suresh, Jack Stanley, Sonia Joseph, Luca Scimeca, Danilo Bzdok

NeurIPS 2025 Too Late to Recall: Explaining the Two-Hop Problem in Multimodal Knowledge Retrieval Constantin Venhoff, Ashkan Khakzar, Sonia Joseph, Philip Torr, Neel Nanda

ICMLW 2024 Interpretability in Action: Exploratory Analysis of VPT, a Minecraft Agent Karolis Jucys, George Adamopoulos, Mehrab Hamidi, Stephanie Milani, Mohammad Reza Samsami, Artem Zholus, Sonia Joseph, Blake Aaron Richards, Irina Rish, Özgür Şimşek

NeurIPSW 2023 On the Information Geometry of Vision Transformers Sonia Joseph, Kumar Krishna Agrawal, Arna Ghosh, Blake Aaron Richards