most citedThe ICASSP 2026 HumDial Challenge: Benchmarking Human-like Spoken Dialogue Systems in the LLM Era

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cs.CV2026

Representation Forcing for Bottleneck-Free Unified Multimodal Models

Yuqing Wang, Zhijie Lin, Ceyuan Yang +10

Unified multimodal models (UMMs) aim to handle perception and generation in a single model. Yet existing UMMs still rely on a frozen, separately pretrained VAE for image generation…