activity
20222026
most citedCinematic Mindscapes: High-quality Video Reconstruction from Brain Activity

20 citations · 28 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2026

Muon-C: Operator-Aligned Muon for Convolutional Kernels

Jiaxin Qing, Lexin Li

Muon replaces matrix momentum with an approximately orthogonal polar direction, but its geometry depends on the matrix representation. For convolution, standard unfolding describes…

cs.SD2026

Channel-Preserving Representation Alignment for EEG-to-Music Reconstruction

Jiaxin Qing, Junwei Lu, Lexin Li

Reconstructing naturalistic music from EEG requires extracting music-specific information from weak signals distributed across electrodes. Existing spectrogram regression and diffu…

cs.LG2026

Context-aware tokenization for Cross-subject Emotion Decoding from EEG

Jiaxin Qing, Lexin Li

In cross-subject EEG emotion decoding, neighboring windows can inform the representation of a target window, but they contain both background variation and sustained task signals.…

cs.AR2025

Towards High-Performance Network Coding: FPGA Acceleration With Bounded-value Generators

Jiaxin Qing, Philip H. W. Leong, Kin Hong Lee +1

Network coding enhances performance in network communications and distributed storage by increasing throughput and robustness while reducing latency. Batched Sparse (BATS) codes ar…

cs.IT2024

Dependence Analysis and Structured Construction for Batched Sparse Code

Jiaxin Qing, Xiaohong Cai, Yijun Fan +2

In coding theory, codes are usually designed with a certain level of randomness to facilitate analysis and accommodate different channel conditions. However, the resulting random c…

cs.CV2023★ 20 cited

Cinematic Mindscapes: High-quality Video Reconstruction from Brain Activity

Zijiao Chen, Jiaxin Qing, Juan Helen Zhou

Reconstructing human vision from brain activities has been an appealing task that helps to understand our cognitive process. Even though recent research has seen great success in r…

cs.CV2022★ 8 cited

Seeing Beyond the Brain: Conditional Diffusion Model with Sparse Masked Modeling for Vision Decoding

Zijiao Chen, Jiaxin Qing, Tiange Xiang +2

Decoding visual stimuli from brain recordings aims to deepen our understanding of the human visual system and build a solid foundation for bridging human and computer vision throug…