Pohsun Huang — accepted AI-conference papers

2026

Any2Any: Unified Arbitrary Modality Translation for Remote Sensing

Haoyang Chen, Jing Zhang, Hebaixu Wang, Shiqin Wang, Pohsun Huang, Jiayuan Li +4

ICML 2026poster

Multi-modal remote sensing imagery provides complementary observations of the same geographic scene, yet such observations are frequently incomplete in practice. Existing cross-modal translation methods treat each modality pair as an independent task, resulting in quadratic complexity and limited ge…

Cited by 0 Source ↗Scholar ↗

2026

Position: The Systemic Lack of Agency in Visual Reasoning

Yizhao Huang, Haoyang Chen, Pohsun Huang, Jiayuan Li, Shiqin Wang, Haoyuan Du +3

ICML 2026poster

This paper argues that a systemic lack of Agency constrains the implicit reasoning capabilities of current Vision-Language Models (VLMs). Implicit reasoning refers to the ability to autonomously discover and utilize hidden visual evidence to bridge information gaps, rather than merely relying on exp…

Cited by 0 Source ↗Scholar ↗