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Chuang Yang

7 accepted papers

2026

$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion

ICML 2026poster

While Diffusion Transformers (DiTs) have revolutionized high-fidelity image synthesis, the prohibitive computational costs of training at ultra-high resolutions necessitate robust inference-time extrapolation. Existing extrapolation methods typically operate under a *scale-agnostic* assumption, trea…

Cited by 0SourceScholar
2026

ELLMob: Event-Driven Human Mobility Generation with Self-Aligned LLM Framework

ICLR 2026poster

Human mobility generation aims to synthesize plausible trajectory data, which is widely used in urban system research. While Large Language Model-based methods excel at generating routine trajectories, they struggle to capture deviated mobility during large-scale societal events. This limitation ste…

Cited by 0SourcecodeScholar
2025

ANNEXE: Unified Analyzing, Answering, and Pixel Grounding for Egocentric Interaction

CVPR 2025poster

Egocentric interaction perception is one of the essential branches in investigating human-environment interaction, which lays the basis for developing next-generation intelligent systems. However, existing egocentric interaction understanding methods cannot yield coherent textual and pixel-level res…

Cited by 0SourcePDFScholar
2024

Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation

NeurIPS 2024poster

This paper introduces a novel approach using Large Language Models (LLMs) integrated into an agent framework for flexible and effective personal mobility generation. LLMs overcome the limitations of previous models by effectively processing semantic data and offering versatility in modeling various…

2024

Taming the Long Tail in Human Mobility Prediction

NeurIPS 2024poster

With the popularity of location-based services, human mobility prediction plays a key role in enhancing personalized navigation, optimizing recommendation systems, and facilitating urban mobility and planning. This involves predicting a user's next POI (point-of-interest) visit using their past visi…

2022

BiP-Net: Bidirectional Perspective Strategy Based Arbitrary-Shaped Text Detection Network

ICASSP 2022accepted

Detecting irregular-shaped text instances is the main challenge for text detection. Existing approaches can be roughly divided into top-down and bottom-up perspective methods. The former encodes text contours into unified units, which always fails to fit highly curved text contours. The latter repre…

Cited by 0SourceScholar