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Qiran Zou

3 accepted papers

2026

HypoSpace: A Diagnostic Benchmark for Set-Valued Hypothesis Generation under Underdetermination and Sublinear Coverage Bounds

ICML 2026spotlight

Many scientific problems are underdetermined: multiple distinct hypotheses are equally consistent with the same observations. In such settings, effective inference requires not only producing valid explanations, but also systematically exploring and covering the admissible hypothesis set. We introdu…

Cited by 0SourceScholar
2024

ParCo: Part-Coordinating Text-to-Motion Synthesis

ECCV 2024poster

"We study a challenging task: text-to-motion synthesis, aiming to generate motions that align with textual descriptions and exhibit coordinated movements. Currently, the part-based methods introduce part partition into the motion synthesis process to achieve finer-grained generation. However, these…

2023

ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background Segmentation

AAAI 2023technical

Unsupervised foreground-background segmentation aims at extracting salient objects from cluttered backgrounds, where Generative Adversarial Network (GAN) approaches, especially layered GANs, show great promise. However, without human annotations, they are typically prone to produce foreground and ba…