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Bing Ma

4 accepted papers

2026

Implicit Preference Alignment for Human Image Animation

ICML 2026poster

Human image animation has witnessed significant advancements, yet generating high-fidelity hand motions remains a persistent challenge due to their high degrees of freedom and motion complexity. While reinforcement learning from human feedback, particularly direct preference optimization, offers a p…

Cited by 0SourceScholar
2026

Phased One-Step Adversarial Equilibrium for Video Diffusion Models

AAAI 2026technical

Video diffusion generation suffers from critical sampling efficiency bottlenecks, particularly for large-scale models and long contexts. Existing video acceleration methods, adapted from image-based techniques, lack a single-step distillation ability for large-scale video models and task generalizat

Cited by 0SourcePDFScholar
2025

IFAdapter: Instance Feature Control for Grounded Text-to-Image Generation

ICCV 2025poster

While Text-to-Image (T2I) diffusion models excel at generating visually appealing images of individual instances, they struggle to accurately position and control the features generation of multiple instances. The Layout-to-Image (L2I) task was introduced to address the positioning challenges by inc…

Cited by 0SourcePDFScholar
2020

Semi-Supervised Sentence Classification Based on User Polarity in the Social Scenarios

ICASSP 2020accepted

The data sparsity is the main challenge in sentence classification in social scenarios, the recent methods incorporate user information by encoding user node in the user-relation network to alleviate this issue. However, the connection between users is not always available due to privacy protection…

Cited by 0SourceScholar