…AI-generated summary Joint audio-video generation models have shown that unified generation yields stronger cross-modal coherence than cascaded approaches. However, existing models couple modalities throughout denoising via pervasive attention, treating…
…A heterogeneity-aware objective unifies categorical reconstruction with ordinal supervision for numerical features, and experiments on public medical tabular data sets under unified evaluation protocols show consistent gains for linear probing and…
Papers arxiv:2606.17539 Reinforcing Dual-Path Reasoning in Spatial Vision Language Models Published on Jun 16 Submitted by yatai ji on Jun 18 University of Hong Kong Authors: , , , , , , , , , , , , , , , Abstract A unified…
…This formulation unifies category-conditioned counting with interpretable spatial localization. To support this setting, we construct CLOC, a Cross-domain Large-scale Object Counting dataset that reorganizes diverse public data sources into…
…However, existing open-source methods mainly rely on either dual-tower designs with posterior alignment or fully unified tri-modal designs that mix textual context, audio and video in one shared space…
…Venkata Pushpak Teja Menta Abstract Researchers enhance a non-Indic-native text-to-speech system by implementing a Brahmic Unified Phoneme Space, LoRA adaptation, and voice-prompt recovery techniques to achieve commercial…
…Siyin Wang , Junhao Shi , , , , , Yikang Zhou , Zhaoye Fei , , , , , , Abstract World Action Models unify predictive state modeling with action generation for embodied policy learning, forming a cohesive framework for understanding environment dynamics and…
…Learning Cross-Modal Representations for Analog Circuit Retrieval Published on Apr 25 Submitted by Lei Li on May 4 Authors: , Lei Li , , , Abstract AnalogRetriever is a unified tri-modal retrieval framework that…
…We further introduce Unified Relative RoPE Recipe, which anchors the sink frames to start from id 0 and lets the newest frame id grow at most to the DiTs ' pretrained maximum temporal…
…Large Diffusion Vision-Language-Action Model with Unified Multi-Modal Instruction and Generation (2026) MindVLA-U1: VLA Beats VA with Unified Streaming Architecture for Autonomous Driving (2026) Dynamic Execution Commitment of Vision…