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Complex Transformer: A Framework for Modeling Complex-Valued Sequence
v1v2 (latest)

Complex Transformer: A Framework for Modeling Complex-Valued Sequence

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
22 October 2019
Muqiao Yang
Martin Q. Ma
Dongyu Li
Yifan Hao
Ruslan Salakhutdinov
    ViT
ArXiv (abs)PDFHTML

Papers citing "Complex Transformer: A Framework for Modeling Complex-Valued Sequence"

21 / 21 papers shown
Fairy2i: Training Complex LLMs from Real LLMs with All Parameters in $\{\pm 1, \pm i\}$
Fairy2i: Training Complex LLMs from Real LLMs with All Parameters in {±1,±i}\{\pm 1, \pm i\}{±1,±i}
Feiyu Wang
Xinyu Tan
Bokai Huang
Yihao Zhang
Guoan Wang
Peizhuang Cong
Tong Yang
MQ
460
0
0
02 Dec 2025
Holographic Transformers for Complex-Valued Signal Processing: Integrating Phase Interference into Self-Attention
Holographic Transformers for Complex-Valued Signal Processing: Integrating Phase Interference into Self-Attention
Enhao Huang
Zhiyu Zhang
Tianxiang Xu
Chunshu Xia
Kaichun Hu
Yuchen Yang
Tongtong Pan
Dong Dong
Zhan Qin
113
2
0
14 Sep 2025
Unfolding Framework with Complex-Valued Deformable Attention for High-Quality Computer-Generated Hologram Generation
Unfolding Framework with Complex-Valued Deformable Attention for High-Quality Computer-Generated Hologram Generation
Haomiao Zhang
Zhangyuan Li
Yanling Piao
Z. Li
Xiaodong Wang
Miao Cao
Xiongfei Su
Qiang Song
Xin Yuan
75
0
0
29 Aug 2025
iFairy: the First 2-bit Complex LLM with All Parameters in $\{\pm1, \pm i\}$
iFairy: the First 2-bit Complex LLM with All Parameters in {±1,±i}\{\pm1, \pm i\}{±1,±i}
Feiyu Wang
Guoan Wang
Yihao Zhang
S. Wang
Weitao Li
Bokai Huang
Shimao Chen
Z. L. Jiang
Rui Xu
Tong Yang
MQ
217
5
0
07 Aug 2025
BeatFormer: Efficient motion-robust remote heart rate estimation through unsupervised spectral zoomed attention filters
BeatFormer: Efficient motion-robust remote heart rate estimation through unsupervised spectral zoomed attention filters
Joaquim Comas
Federico Sukno
159
1
0
20 Jul 2025
Expanding Expressivity in Transformer Models with MöbiusAttention
Expanding Expressivity in Transformer Models with MöbiusAttention
Anna-Maria Halacheva
M. Nayyeri
Steffen Staab
211
1
0
08 Sep 2024
CoNO: Complex Neural Operator for Continous Dynamical Physical Systems
CoNO: Complex Neural Operator for Continous Dynamical Physical Systems
Karn Tiwari
N. M. A. Krishnan
P. PrathoshA
317
2
0
01 Jun 2024
DeepCSHAP: Utilizing Shapley Values to Explain Deep Complex-Valued
  Neural Networks
DeepCSHAP: Utilizing Shapley Values to Explain Deep Complex-Valued Neural Networks
Florian Eilers
Xiaoyi Jiang
FAtt
143
1
0
13 Mar 2024
Emerging Approaches for THz Array Imaging: A Tutorial Review and
  Software Tool
Emerging Approaches for THz Array Imaging: A Tutorial Review and Software Tool
Josiah W. Smith
Murat Torlak
186
1
0
16 Sep 2023
Building Blocks for a Complex-Valued Transformer Architecture
Building Blocks for a Complex-Valued Transformer ArchitectureIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Florian Eilers
Xiaoyi Jiang
ViT
247
22
0
16 Jun 2023
On Learning Time Series Summary DAGs: A Frequency Domain Approach
On Learning Time Series Summary DAGs: A Frequency Domain Approach
Aramayis Dallakyan
CMLAI4TS
162
2
0
17 Apr 2023
Adapting Pre-trained Language Models for Quantum Natural Language
  Processing
Adapting Pre-trained Language Models for Quantum Natural Language Processing
Qiuchi Li
Benyou Wang
Yudong Zhu
Christina Lioma
Qun Liu
AI4CE
243
5
0
24 Feb 2023
D2Former: A Fully Complex Dual-Path Dual-Decoder Conformer Network using
  Joint Complex Masking and Complex Spectral Mapping for Monaural Speech
  Enhancement
D2Former: A Fully Complex Dual-Path Dual-Decoder Conformer Network using Joint Complex Masking and Complex Spectral Mapping for Monaural Speech EnhancementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Shengkui Zhao
Bin Ma
264
21
0
23 Feb 2023
Adversarial Audio Synthesis with Complex-valued Polynomial Networks
Adversarial Audio Synthesis with Complex-valued Polynomial Networks
Yongtao Wu
Grigorios G. Chrysos
Volkan Cevher
DiffM
272
4
0
14 Jun 2022
Uformer: A Unet based dilated complex & real dual-path conformer network
  for simultaneous speech enhancement and dereverberation
Uformer: A Unet based dilated complex & real dual-path conformer network for simultaneous speech enhancement and dereverberationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Yihui Fu
Yun Liu
Jingdong Li
Dawei Luo
Shubo Lv
Yukai Jv
Lei Xie
366
63
0
11 Nov 2021
A Two-stage Complex Network using Cycle-consistent Generative
  Adversarial Networks for Speech Enhancement
A Two-stage Complex Network using Cycle-consistent Generative Adversarial Networks for Speech Enhancement
Guochen Yu
Yutian Wang
Hui Wang
Qin Zhang
C. Zheng
GAN
253
20
0
05 Sep 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for
  Signal Recognition
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal RecognitionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
Yihong Dong
Ying Peng
Muqiao Yang
Songtao Lu
Qingjiang Shi
399
12
0
05 Jun 2021
Deep Sound Field Reconstruction in Real Rooms: Introducing the ISOBEL
  Sound Field Dataset
Deep Sound Field Reconstruction in Real Rooms: Introducing the ISOBEL Sound Field Dataset
M. S. Kristoffersen
M. B. Møller
Pablo Martínez-Nuevo
Jan Østergaard
150
18
0
12 Feb 2021
AlgebraNets
AlgebraNets
Jordan Hoffmann
Simon Schmitt
Simon Osindero
Karen Simonyan
Erich Elsen
MoE
402
6
0
12 Jun 2020
Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences
Residual Shuffle-Exchange Networks for Fast Processing of Long SequencesAAAI Conference on Artificial Intelligence (AAAI), 2020
Andis Draguns
Emīls Ozoliņš
A. Sostaks
Matiss Apinis
Kārlis Freivalds
288
10
0
06 Apr 2020
Bayesian Sparsification Methods for Deep Complex-valued Networks
Bayesian Sparsification Methods for Deep Complex-valued Networks
Ivan Nazarov
Evgeny Burnaev
BDL
234
0
0
25 Mar 2020
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