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2402.18213
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Multi-objective Differentiable Neural Architecture Search
28 February 2024
R. Sukthanker
Arber Zela
B. Staffler
Samuel Dooley
Josif Grabocka
Katharina Eggensperger
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Papers citing
"Multi-objective Differentiable Neural Architecture Search"
50 / 62 papers shown
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models
Neural Information Processing Systems (NeurIPS), 2024
R. Sukthanker
Arber Zela
B. Staffler
Aaron Klein
Lennart Purucker
Jorg K. H. Franke
Katharina Eggensperger
ELM
308
7
0
16 May 2024
Weight-Entanglement Meets Gradient-Based Neural Architecture Search
R. Sukthanker
Arjun Krishnakumar
Mahmoud Safari
Katharina Eggensperger
288
6
0
16 Dec 2023
Fairer and More Accurate Tabular Models Through NAS
Richeek Das
Samuel Dooley
183
7
0
18 Oct 2023
Getting ViT in Shape: Scaling Laws for Compute-Optimal Model Design
Neural Information Processing Systems (NeurIPS), 2023
Ibrahim Alabdulmohsin
Xiaohua Zhai
Alexander Kolesnikov
Lucas Beyer
VLM
684
102
0
22 May 2023
Bridging Discrete and Backpropagation: Straight-Through and Beyond
Neural Information Processing Systems (NeurIPS), 2023
Liyuan Liu
Chengyu Dong
Xiaodong Liu
Bin Yu
Jianfeng Gao
BDL
335
38
0
17 Apr 2023
Neural Architecture Search: Insights from 1000 Papers
Colin White
Mahmoud Safari
R. Sukthanker
Binxin Ru
T. Elsken
Arber Zela
Debadeepta Dey
Katharina Eggensperger
3DV
AI4CE
508
208
0
20 Jan 2023
Improving Pareto Front Learning via Multi-Sample Hypernetworks
AAAI Conference on Artificial Intelligence (AAAI), 2022
L. P. Hoang
Dung D. Le
Tuan A. Tran
Thang Tran Ngoc
900
31
0
02 Dec 2022
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition
Neural Information Processing Systems (NeurIPS), 2022
Samuel Dooley
R. Sukthanker
John P. Dickerson
Colin White
Katharina Eggensperger
Micah Goldblum
CVBM
424
34
0
18 Oct 2022
Λ
Λ
Λ
-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
International Conference on Learning Representations (ICLR), 2022
Sajad Movahedi
Melika Adabinejad
Ayyoob Imani
Arezou Keshavarz
Mostafa Dehghani
A. Shakery
Babak N. Araabi
287
28
0
14 Oct 2022
Stochastic Multiple Target Sampling Gradient Descent
Neural Information Processing Systems (NeurIPS), 2022
Hoang Phan
Ngoc N. Tran
Trung Le
Toan M. Tran
Nhat Ho
Dinh Q. Phung
355
16
0
04 Jun 2022
Learning to Prompt for Continual Learning
Zifeng Wang
Zizhao Zhang
Chen-Yu Lee
Han Zhang
Ruoxi Sun
Xiaoqi Ren
Guolong Su
Vincent Perot
Jennifer Dy
Tomas Pfister
CLL
VPVLM
KELM
VLM
475
1,205
0
16 Dec 2021
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search
Qian Jiang
Xiaofan Zhang
Deming Chen
Minh Do
Raymond A. Yeh
176
8
0
24 Nov 2021
Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set
Mao Ye
Qiang Liu
341
13
0
17 Oct 2021
Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces
Conference on Uncertainty in Artificial Intelligence (UAI), 2021
Sam Daulton
David Eriksson
Maximilian Balandat
E. Bakshy
544
161
0
22 Sep 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets
Hayeon Lee
Eunyoung Hyung
Sung Ju Hwang
314
56
0
02 Jul 2021
AutoFormer: Searching Transformers for Visual Recognition
Minghao Chen
Houwen Peng
Jianlong Fu
Haibin Ling
ViT
374
333
0
01 Jul 2021
Multi-objective Asynchronous Successive Halving
Robin Schmucker
Michele Donini
Muhammad Bilal Zafar
David Salinas
Cédric Archambeau
354
30
0
23 Jun 2021
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients
International Conference on Machine Learning (ICML), 2021
Miao Zhang
Steven W. Su
Shirui Pan
Xiaojun Chang
Ehsan Abbasnejad
Reza Haffari
306
81
0
21 Jun 2021
A multi-objective perspective on jointly tuning hardware and hyperparameters
David Salinas
Valerio Perrone
Olivier Cruchant
Cédric Archambeau
239
15
0
10 Jun 2021
Scaling Vision Transformers
Computer Vision and Pattern Recognition (CVPR), 2021
Xiaohua Zhai
Alexander Kolesnikov
N. Houlsby
Lucas Beyer
ViT
678
1,365
0
08 Jun 2021
Scalable Pareto Front Approximation for Deep Multi-Objective Learning
Industrial Conference on Data Mining (IDM), 2021
Michael Ruchte
Josif Grabocka
274
71
0
24 Mar 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark
International Conference on Learning Representations (ICLR), 2021
Chaojian Li
Zhongzhi Yu
Yonggan Fu
Yongan Zhang
Yang Zhao
Haoran You
Qixuan Yu
Yue Wang
Yingyan Lin
362
127
0
19 Mar 2021
Trilevel Neural Architecture Search for Efficient Single Image Super-Resolution
Yan Wu
Zhiwu Huang
Suryansh Kumar
R. Sukthanker
Radu Timofte
Luc Van Gool
233
23
0
17 Jan 2021
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling
Computer Vision and Pattern Recognition (CVPR), 2020
Dilin Wang
Meng Li
Chengyue Gong
Vikas Chandra
375
117
0
18 Nov 2020
Minimax Pareto Fairness: A Multi Objective Perspective
Natalia Martínez
Martín Bertrán
Guillermo Sapiro
FaML
284
230
0
03 Nov 2020
Controllable Pareto Multi-Task Learning
Xi Lin
Zhiyuan Yang
Qingfu Zhang
Sam Kwong
MoE
324
80
0
13 Oct 2020
Learning the Pareto Front with Hypernetworks
Aviv Navon
Aviv Shamsian
Gal Chechik
Ethan Fetaya
545
183
0
08 Oct 2020
S3NAS: Fast NPU-aware Neural Architecture Search Methodology
Jaeseong Lee
Duseok Kang
S. Ha
247
10
0
04 Sep 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search
Zhichao Lu
Kalyanmoy Deb
E. Goodman
W. Banzhaf
Vishnu Boddeti
309
166
0
20 Jul 2020
BRP-NAS: Prediction-based NAS using GCNs
Neural Information Processing Systems (NeurIPS), 2020
Łukasz Dudziak
Thomas C. P. Chau
Mohamed S. Abdelfattah
Royson Lee
Hyeji Kim
Nicholas D. Lane
GNN
504
223
0
16 Jul 2020
DrNAS: Dirichlet Neural Architecture Search
Xiangning Chen
Ruochen Wang
Minhao Cheng
Xiaocheng Tang
Cho-Jui Hsieh
OOD
704
123
0
18 Jun 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization
Sam Daulton
Maximilian Balandat
E. Bakshy
530
342
0
09 Jun 2020
Speedy Performance Estimation for Neural Architecture Search
Binxin Ru
Clare Lyle
Lisa Schut
M. Fil
Mark van der Wilk
Y. Gal
468
42
0
08 Jun 2020
HAT: Hardware-Aware Transformers for Efficient Natural Language Processing
Annual Meeting of the Association for Computational Linguistics (ACL), 2020
Hanrui Wang
Zhanghao Wu
Zhijian Liu
Han Cai
Ligeng Zhu
Chuang Gan
Song Han
331
286
0
28 May 2020
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions
Computer Vision and Pattern Recognition (CVPR), 2020
Alvin Wan
Xiaoliang Dai
Peizhao Zhang
Zijian He
Yuandong Tian
...
Matthew Yu
Tao Xu
Kan Chen
Peter Vajda
Joseph E. Gonzalez
259
329
0
12 Apr 2020
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
2.2K
7,434
0
23 Jan 2020
Latency-Aware Differentiable Neural Architecture Search
Yuhui Xu
Lingxi Xie
Xiaopeng Zhang
Xin Chen
Bowen Shi
Qi Tian
H. Xiong
OOD
167
33
0
17 Jan 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search
International Conference on Learning Representations (ICLR), 2020
Xuanyi Dong
Yi Yang
734
816
0
02 Jan 2020
Pareto Multi-Task Learning
Neural Information Processing Systems (NeurIPS), 2019
Xi Lin
Hui-Ling Zhen
Zhenhua Li
Qingfu Zhang
Sam Kwong
325
419
0
30 Dec 2019
Fast Hardware-Aware Neural Architecture Search
Li Zhang
Yuqing Yang
Yuhang Jiang
Wenwu Zhu
Yunxin Liu
3DV
239
66
0
25 Oct 2019
Searching for A Robust Neural Architecture in Four GPU Hours
Computer Vision and Pattern Recognition (CVPR), 2019
Xuanyi Dong
Yezhou Yang
601
709
0
10 Oct 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment
International Conference on Learning Representations (ICLR), 2019
Han Cai
Chuang Gan
Tianzhe Wang
Zhekai Zhang
Song Han
OOD
665
1,503
0
26 Aug 2019
SqueezeNAS: Fast neural architecture search for faster semantic segmentation
Albert Eaton Shaw
D. Hunter
F. Iandola
Sammy Sidhu
SSeg
349
79
0
05 Aug 2019
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search
International Conference on Learning Representations (ICLR), 2019
Yuhui Xu
Lingxi Xie
Xiaopeng Zhang
Xin Chen
Guo-Jun Qi
Qi Tian
H. Xiong
591
685
0
12 Jul 2019
The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning
Annals of Operations Research (Ann. Oper. Res.), 2019
Suyun Liu
Luis Nunes Vicente
413
92
0
10 Jul 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling
Zichao Guo
Xiangyu Zhang
Haoyuan Mu
Wen Heng
Zechun Liu
Yichen Wei
Jian Sun
809
1,016
0
31 Mar 2019
Random Search and Reproducibility for Neural Architecture Search
Liam Li
Ameet Talwalkar
OOD
600
791
0
20 Feb 2019
SNAS: Stochastic Neural Architecture Search
Sirui Xie
Hehui Zheng
Chunxiao Liu
Liang Lin
489
1,000
0
24 Dec 2018
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
Bichen Wu
Xiaoliang Dai
Peizhao Zhang
Yanghan Wang
Fei Sun
Yiming Wu
Yuandong Tian
Peter Vajda
Yangqing Jia
Kurt Keutzer
MQ
901
1,421
0
09 Dec 2018
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
Han Cai
Ligeng Zhu
Song Han
775
2,030
0
02 Dec 2018
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