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X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding
Announce Type: new Abstract: While video streaming understanding has made significant strides, real-world applications, such as live sports broadcasting, autonomous driving, and multi-screen collaboration, inherently demand continuous, multi-stream interactions. However, existing benchmarks are confined to single-stream paradigms, leaving a critical gap in evaluating online, cross-stream reasoning. To bridge this, we introduce X-Stream, the first benchmark dedicated to multi-stream streaming...
X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding
arXiv:2606.02482v2 Announce Type: replace Abstract: While video streaming understanding has made significant strides, real-world applications, such as live sports broadcasting, autonomous driving, and multi-screen collaboration, inherently demand continuous, multi-stream interactions. However, existing benchmarks are confined to single-stream paradigms, leaving a critical gap in evaluating online, cross-stream reasoning. To bridge this, we introduce X-Stream, the first benchmark dedicated to...
SANA-Streaming: Real-time Streaming Video Editing with Hybrid Diffusion Transformer
arXiv:2605.30409v1 Announce Type: new Abstract: Real-time streaming video-to-video editing (V2V) is critical for interactive applications such as live broadcasting and gaming, yet it remains a formidable challenge due to the stringent requirements for temporal consistency and inference throughput. In this paper, we present SANA-Streaming, a system-algorithm co-designed framework for high-resolution, real-time streaming video editing on consumer GPUs, with the following three core designs:...
BlobShuffle: Cost-Effective Repartitioning in Stream Processing Systems via Object Storage Exemplified with Kafka Streams
arXiv:2606.03364v1 Announce Type: new Abstract: Shuffling or repartitioning data streams is an essential operation of state-of-the-art stream processing frameworks to support stateful workloads in a large-scale, distributed setting. In today's cloud deployments, however, shuffling can become a major cost driver due to substantial network traffic across multiple availability zones (AZs) as well as an operational burden when operating a high-throughput, strongly consistent messaging backbone...
Streaming Video Generation with Streaming Force Control
arXiv:2606.07508v1 Announce Type: new Abstract: We introduce StreamForce, a streaming video generation framework that enables physically grounded control through continuous force inputs. Unlike prior video models that train separate models for different force types, assume fixed forces, or rely on non-causal processing, StreamForce is a causal and unified model that responds instantly and coherently to both local and global, time-varying forces. To achieve this, we design a unified force...
Analyzing Stream Collapse in Hyper-Connections: From Diagnosis to Mitigation
arXiv:2606.03483v1 Announce Type: new Abstract: Hyper-Connections (HC) replace the single Transformer residual stream with multiple streams, introducing a permutation symmetry over stream indices. We study how this symmetry is resolved in practice: whether streams specialize in a balanced way or exhibit dominant-stream usage. Using fine-grained diagnostics for HC-based language models, we trace how multi-stream representations are actually used.
Harnessing Streaming Video in the Wild
Announce Type: new Abstract: Vision-Language Models (VLMs) are increasingly required to process unbounded video streams in applications such as video-call assistants, live commentary, and embodied robots. An ideal streaming system should support proactive interaction, long-horizon memory, and real-time processing, while resting on a VLM backbone capable of handling diverse in-the-wild streaming tasks. However, existing VLMs excel at offline video understanding but fall short in streaming...
Bridging Short Videos and Live Streams: Reasoning-Guided Multimodal LLMs for Cross-Domain Representation Learning
arXiv:2606.04448v1 Announce Type: new Abstract: As live streaming services grow, many platforms offer short videos and live streams to meet diverse needs. Short videos carry substantial traffic and rich behavior signals, whereas live streaming is a core conversion scenario with sparse behavior data, making cold start severe. Transferring user interests from short videos to live streaming recommendation can alleviate these issues.
Stream ICC Women's T20 World Cup matches FREE on the Sky Sports App
ICC Women's T20 World Cup: Free live cricket streams on Sky Sports App for all England, Ireland and Scotland games Watch all 12 group matches involving England, Scotland and Ireland, plus the semi-finals and final without subscription via the Sky Sports App; EVERYONE can download the Sky Sports App now to access our live streams for free Thursday 4 June 2026 17:15, UK Appy days! Everyone can stream all 12 group matches involving England, Scotland and Ireland, as well as the semi-finals and...
Speech Stream Tracking in 2D: Attention Differentially Enhances Acoustic and Phonemic Encoding Across Spatial Planes
Selective attention enables the flexible allocation of neural resources toward relevant stimuli. In audition, it allows listeners to track a target stream within acoustically complex environments. This raises the question of how strongly auditory attention depends on spatial cues to achieve stream segregation and maintain distinct auditory objects.