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Jiayang Xu

4 accepted papers

2025

GenSpace: Benchmarking Spatially-Aware Image Generation

NeurIPS 2025poster

Humans can intuitively compose and arrange scenes in the 3D space for photography. However, can advanced AI image generators plan scenes with similar 3D spatial awareness when creating images from text or image prompts? We present GenSpace, a novel benchmark and evaluation pipeline to comprehensivel…

Cited by 0SourceScholar
2025

Memory-QA: Answering Recall Questions Based on Multimodal Memories

EMNLP 2025

We introduce Memory-QA, a novel real-world task that involves answering recall questions about visual content from previously stored multimodal memories. This task poses unique challenges, including the creation of task-oriented memories, the effective utilization of temporal and location informatio

2025

Orient Anything V2: Unifying Orientation and Rotation Understanding

NeurIPS 2025spotlight

This work presents Orient Anything V2, an enhanced foundation model for unified understanding of object 3D orientation and rotation from single or paired images. Building upon Orient Anything V1, which defines orientation via a single unique front face, V2 extends this capability to handle objects w…

Cited by 0SourceScholar
2021

Conditionally Parameterized, Discretization-Aware Neural Networks for Mesh-Based Modeling of Physical Systems

NeurIPS 2021poster

Simulations of complex physical systems are typically realized by discretizing partial differential equations (PDEs) on unstructured meshes. While neural networks have recently been explored for the surrogate and reduced order modeling of PDE solutions, they often ignore interactions or hierarchical…