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hep-th2026

Aspects of SUSY gauge theories and applications to Quantum Field Theory and Gravity

Andrea Cipriani

This thesis investigates the application of techniques developed in supersymmetric gauge theories to physical problems in Quantum Field Theory and Gravity, focusing on the Seiberg-…

cs.RO2026

AffordanceWAM: Affordance-Aware Joint World-Action Modeling for Robot Manipulation

Jiadi You, Qize Yu, Yue Chen +11

Generalizable robot manipulation requires predicting how a scene will evolve, identifying where interactions are feasible, and determining how to act. Action-labeled robot videos d…

cs.CV2026

PlayWorld: Benchmarking World Models with Agent Players over Long-Horizon Objectives

Kaixin Ding, Xi Chen, Minghong Cai +9

Video world models simulate future states conditioned on current observations and user actions. Recent systems have demonstrated impressive video consistency and action controllabi…

cs.CV2026

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding

Peiwen Sun, Xudong Lu, Huadai Liu +10

While video streaming understanding has made significant strides, real-world applications, such as live sports broadcasting, autonomous driving, and multi-screen collaboration, inh…

cs.RO2026

AffordanceVLA: A Vision-Language-Action Model Empowering Action Generation through Affordance-Aware Understanding

Qize Yu, Jiadi You, Yuran Wang +12

Vision-Language-Action (VLA) models leverage the rich world knowledge of pretrained vision-language models (VLMs) to enable instruction-following robotic manipulation. However, the…

cs.SD2026

Whisper-MLA: Reducing GPU Memory Consumption of ASR Models based on MHA2MLA Conversion

Sen Zhang, Jianguo Wei, Wenhuan Lu +6

The Transformer-based Whisper model has achieved state-of-the-art performance in Automatic Speech Recognition (ASR). However, its Multi-Head Attention (MHA) mechanism results in si…