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cs.LG2026
CyFA: Linear Sequence Modeling with Relative-Time-Partitioned Memory
Yixiao Chen, Shuojin Yang, Shi-Min Hu
Linear RNNs offer linear-time sequence processing and constant-memory decoding, but their fixed-size recurrent states must accommodate all past key--value associations. Existing fo…
cs.CV2026
Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization
Hanchao Liu, Fang-Lue Zhang, Shining Zhang +2
Generating human motion that satisfies customized zero-shot goal functions, enabling applications such as controllable character animation and behavior synthesis for virtual agents…
cs.CV2026
Beyond Inpainting: Unleash 3D Understanding for Stable Camera-Controlled Video Generation
Dong-Yu Chen, Yixin Guo, Shuojin Yang +2
Camera control has been extensively studied in conditioned video generation; however, performing precisely altering the camera trajectories while faithfully preserving the video co…