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Author

Bo Zhao

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Preprint Oct 2026

ATI-VLA: Action-Centric Predictive Vision-Language-Action Models via Actionable Alignment Then Adaptive Injection

Predictive Vision-Language-Action (VLA) models aim to improve robotic manipulation via future observation or world dynamics forecasting. However, existing approaches often fail to realize this potential and underperform direct action prediction models. We argue that these limitations stem from modality misalignment bet...

Yi-Jie Zhu, Rui Shao, Jie He et al. · 0 citations
Preprint Sep 2026

StepAudio 3 Realtime Technical Report

Realtime spoken interaction demands deep reasoning, prompt responses, and fluid turn-taking. We present StepAudio 3 Realtime, an audio-language foundation model organized around a continuous listen-converse-think-act loop. Deep Perception captures rich acoustic cues to interpret user intent, while Seamless Duplex model...

Bin Lin, Bo Zhao, Bo-Yang Zhang et al. · 4 citations
Preprint Sep 2026

StepAudio 3 Gen Technical Report

This study introduces StepAudio 3 Gen, a general-purpose audio generation model that supports zero-shot text-to-speech (TTS), voice design, vocal generation, sound effects, music, vibe speech, and mixtures of multiple audio types within a unified framework.

Bin Lin, Bo Zhao, Bo-Yang Wang et al. · 0 citations
Preprint Jul 2026

Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning

A Hierarchical Online Memory Exploration and Reasoning framework that mirrors the multi-scale structure of long videos, and consistently lifts three various LLM backbones, indicating a model-agnostic structural capability for grounded retrieval over long videos.

Yixin Ji, F. Ye, Juntao Li et al. · 1 citation

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