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We introduce OmniInteract, a streaming benchmark for real-time omnimodal large language models evaluated through native online inference over audio-visual streams. Unlike offline video understanding or text-prompted streaming QA,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Xudong Lu , Xueying Li , Annan Wang , Yang Bo , Jinpeng Chen , Zengliang Li , Nianzu Yang , Rui Liu , Xue Yang , Jingwen Hou , Hongsheng Li

Every agent interaction generates a next-state signal, namely the user reply, tool output, terminal or GUI state change that follows each action, yet no existing agentic RL system recovers it as a live, online learning source. We present…

Computation and Language · Computer Science 2026-05-12 Yinjie Wang , Xuyang Chen , Xiaolong Jin , Mengdi Wang , Ling Yang

Live streaming platforms require real-time monitoring and reaction to social signals, utilizing partial and asynchronous evidence from video, text, and audio. We propose StreamSense, a streaming detector that couples a lightweight streaming…

Computer Vision and Pattern Recognition · Computer Science 2026-02-02 Han Wang , Deyi Ji , Lanyun Zhu , Jiebo Luo , Roy Ka-Wei Lee

Editing the video content with audio alignment forms a digital human-made art in current social media. However, the time-consuming and repetitive nature of manual video editing has long been a challenge for filmmakers and professional…

Computer Vision and Pattern Recognition · Computer Science 2026-04-01 Shifang Zhao , Yihan Hu , Ying Shan , Yunchao Wei , Xiaodong Cun

We present GhostShell, a novel approach that leverages Large Language Models (LLMs) to enable streaming and concurrent behavioral programming for embodied systems. In contrast to conventional methods that rely on pre-scheduled action…

Streaming applications are becoming widespread across an extensive range of business domains as an increasing number of sources continuously produce data that need to be processed and analysed in real time. Modern businesses are…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-28 Maria R. Read , Chinmaya Dehury , Satish Narayana Srirama , Rajkumar Buyya

Agentic artificial intelligence systems promise to accelerate scientific workflows, but neuroimaging poses unique challenges: heterogeneous modalities (sMRI, fMRI, dMRI, EEG), long multi-stage pipelines, and persistent reproducibility…

Computer Vision and Pattern Recognition · Computer Science 2026-05-08 Cheng Wang , Zhibin He , Zhihao Peng , Shengyuan Liu , Yufan Hu , Yang Carl , He Lifang , Lichao Sun , Xiang Li , Yixuan Yuan

Current LLM agents operate under an implicit but universal assumption: execution is a transaction -- the user submits a request, the agent works in isolation, and only upon completion does the dialogue resume. This forces users into a…

Machine Learning · Computer Science 2026-04-28 Zhiyuan Zhai , Ming Li , Xin Wang

In this paper, we present a vision for a new generation of multimodal streaming systems that embed MLLMs as first-class operators, enabling real-time query processing across multiple modalities. Achieving this is non-trivial: while recent…

In dynamic traffic environments, motion forecasting models must be able to accurately estimate future trajectories continuously. Streaming-based methods are a promising solution, but despite recent advances, their performance often degrades…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Alexander Prutsch , Christian Fruhwirth-Reisinger , David Schinagl , Horst Possegger

The relevant features for a machine learning task may arrive as one or more continuous streams of data. Serving machine learning models over streams of data creates a number of interesting systems challenges in managing data routing,…

Databases · Computer Science 2024-02-26 Ted Shaowang , Sanjay Krishnan

AI systems are increasingly embedded in multi-user social environments, yet most alignment frameworks conceptualize interaction as a dyadic relationship between a single user and an AI system. Livestreaming platforms challenge this…

Human-Computer Interaction · Computer Science 2026-04-22 Katherine Wang , Nadia Berthouze , Aneesha Singh

The integration of Large Language Models (LLMs) into life sciences has catalyzed the development of "AI Scientists." However, translating these theoretical capabilities into deployment-ready research environments exposes profound…

Artificial Intelligence · Computer Science 2026-04-02 Yao Qin , Yangyang Yan , Jinhua Pang , Xiaoming Zhang

Automating scientific discovery requires more than generating papers from ideas. Real research is iterative: hypotheses are challenged from multiple perspectives, experiments fail and inform the next attempt, and lessons accumulate across…

Active Real-time interaction with video LLMs introduces a new paradigm for human-computer interaction, where the model not only understands user intent but also responds while continuously processing streaming video on the fly. Unlike…

Computer Vision and Pattern Recognition · Computer Science 2025-01-07 Rui Qian , Shuangrui Ding , Xiaoyi Dong , Pan Zhang , Yuhang Zang , Yuhang Cao , Dahua Lin , Jiaqi Wang

We present ActionPlan, a unified motion diffusion framework that bridges real-time streaming with high-quality offline generation within a single model. The core idea is to introduce a per-frame action plan: the model predicts frame-level…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Eric Nazarenus , Chuqiao Li , Yannan He , Xianghui Xie , Jan Eric Lenssen , Gerard Pons-Moll

An increasing number of scientific applications rely on stream processing for generating timely insights from data feeds of scientific instruments, simulations, and Internet-of-Thing (IoT) sensors. The development of streaming applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-13 Andre Luckow , George Chantzialexiou , Shantenu Jha

Real-time streaming joint audio-video generation for character animation requires a generator to speak the requested transcript, maintain visual identity across chunks, and run within a strict playback budget. These requirements are…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Linrui Tian , Qi Wang , Bang Zhang

We define the Streaming Communication model that combines the main aspects of communication complexity and streaming. We consider two agents that want to compute some function that depends on inputs that are distributed to each agent. The…

Computational Complexity · Computer Science 2016-09-23 Lucas Boczkowski , Iordanis Kerenidis , Frédéric Magniez

We formalize action emergence as a target capability for end-to-end autonomous driving: the ability to generate physically feasible, semantically appropriate, and safety-compliant actions in arbitrary, long-tail traffic scenes through…

Robotics · Computer Science 2026-05-15 Pengfei Jing , Victor Shea-Jay Huang , Hengtong Lu , Jifeng Dai , Yan Xie , Benjin Zhu
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