機器學習安全特論 Security and Privacy of Machine Learning

機器學習安全特論 Security and Privacy of Machine Learning

Course Modules

Week 1 - 2/22 -- Course Introduction & Evasion attack

Week 1 - 2/22 -- Course Introduction & Evasion attack
Module Completed Module In Progress Module Locked
Week 1 - 2/22 -- Course Introduction & Evasion attack 532778    
  • Attachment
    spml_01_intro.pdf spml_01_intro.pdf
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    lecture_20240222 lecture_20240222
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Week 2 - 2/29 -- Empirical Defenses

Week 2 - 2/29 -- Empirical Defenses
Module Completed Module In Progress Module Locked
Week 2 - 2/29 -- Empirical Defenses 532779    
  • Attachment
    spml_02_empirical_defense.pdf spml_02_empirical_defense.pdf
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    lecture_20240229 lecture_20240229
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Week 3 - 3/7 -- Theoretical Analysis of Adversarial Examples

Week 3 - 3/7 -- Theoretical Analysis of Adversarial Examples
Module Completed Module In Progress Module Locked
Week 3 - 3/7 -- Theoretical Analysis of Adversarial Examples 532780    
  • Attachment
    spml_03_theory.pdf spml_03_theory.pdf
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    lecture_20240307 lecture_20240307
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Week 4 - 3/14 -- Certified Robustness

Week 4 - 3/14 -- Certified Robustness
Module Completed Module In Progress Module Locked
Week 4 - 3/14 -- Certified Robustness 532781    
  • Attachment
    spml_04_certified.pdf spml_04_certified.pdf
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  • Attachment
    lecture_20240314.mp4 lecture_20240314.mp4
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  • Attachment
    lecture_20240314-1.mp4 lecture_20240314-1.mp4
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  • External Tool
    group1_adversarial_transferability group1_adversarial_transferability
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Week 5 - 3/21 - Certified Robustness (cont.)

Week 5 - 3/21 - Certified Robustness (cont.)
Module Completed Module In Progress Module Locked
Week 5 - 3/21 - Certified Robustness (cont.) 532782    
  • Attachment
    TA_certifiedRobustness.pdf TA_certifiedRobustness.pdf
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  • Attachment
    RS_Demo.zip RS_Demo.zip
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  • External Tool
    lecture_20240321.mp4 lecture_20240321.mp4
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    group2_beyond_lp group2_beyond_lp
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Week 7 - 3/28 - Poisoning Attack & Robust Statistics

Week 7 - 3/28 - Poisoning Attack & Robust Statistics
Module Completed Module In Progress Module Locked
Week 7 - 3/28 - Poisoning Attack & Robust Statistics 532783    
  • Attachment
    spml_07_backdoor.pdf spml_07_backdoor.pdf
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    lecture_20240328 lecture_20240328
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    group3_detection group3_detection
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Week 9 - 4/11 - Confidentiality of ML models

Week 9 - 4/11 - Confidentiality of ML models
Module Completed Module In Progress Module Locked
Week 9 - 4/11 - Confidentiality of ML models 532784    
  • Attachment
    spml_09_ confidentiality.pdf spml_09_ confidentiality.pdf
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    lecture_20240411 lecture_20240411
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    group4_3d group4_3d
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Week 10 - 4/18 - Differential Privacy

Week 10 - 4/18 - Differential Privacy
Module Completed Module In Progress Module Locked
Week 10 - 4/18 - Differential Privacy 532785    
  • Attachment
    spml_10_dp1.pdf spml_10_dp1.pdf
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    lecture_20240418 lecture_20240418
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    g5_robust_overfitting g5_robust_overfitting
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Week 11 - 4/25 - Differential Privacy

Week 11 - 4/25 - Differential Privacy
Module Completed Module In Progress Module Locked
Week 11 - 4/25 - Differential Privacy 532786    
  • Attachment
    spml_11_dp2.pdf spml_11_dp2.pdf
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    lecture_20240425 lecture_20240425
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    group6_graph group6_graph
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Week 12 - 5/2 - Fairness

Week 12 - 5/2 - Fairness
Module Completed Module In Progress Module Locked
Week 12 - 5/2 - Fairness 532787    
  • Attachment
    spml_12_fairness.pdf spml_12_fairness.pdf
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    lecture_20240502 lecture_20240502
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    group7_LLM group7_LLM
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Week 13 - 5/9 - ICLR 2024

Week 13 - 5/9 - ICLR 2024
Module Completed Module In Progress Module Locked
Week 13 - 5/9 - ICLR 2024 532789    
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    group9-1 group9-1
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    group9-2 group9-2
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    group11-1 group11-1
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    group11-2 group11-2
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Weak 13 - 5/16 - Fairness and Bias

Weak 13 - 5/16 - Fairness and Bias
Module Completed Module In Progress Module Locked
Weak 13 - 5/16 - Fairness and Bias 577639    
  • Attachment
    spml_13_bias.pdf spml_13_bias.pdf
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    lecture_20240516 lecture_20240516
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    group12_robustness_fairness group12_robustness_fairness
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Weak 14 - 5/23 - Papers from ICLR 2024

Weak 14 - 5/23 - Papers from ICLR 2024
Module Completed Module In Progress Module Locked
Weak 14 - 5/23 - Papers from ICLR 2024 577640    
  • Attachment
    spml_14_misc.pdf spml_14_misc.pdf
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  • Attachment
    rlbias.pdf rlbias.pdf
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    lecture_20240523 lecture_20240523
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    group13_vlm group13_vlm
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Week 15 - 5/30 - Final Project Presentation Group 1-6

Week 15 - 5/30 - Final Project Presentation Group 1-6
Module Completed Module In Progress Module Locked
Week 15 - 5/30 - Final Project Presentation Group 1-6 532791    
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    final_group1_watermark final_group1_watermark
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    final_group2_TAIDE final_group2_TAIDE
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    final_group3_vlm final_group3_vlm
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    final_group4_TAIDE final_group4_TAIDE
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    final_group5_robust_overfitting final_group5_robust_overfitting
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    final_group6_backdoor_fl final_group6_backdoor_fl
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Week 16- 6/6 - Final Project Presentation Group 7-13

Week 16- 6/6 - Final Project Presentation Group 7-13
Module Completed Module In Progress Module Locked
Week 16- 6/6 - Final Project Presentation Group 7-13 532790    
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    final_group7_federated_learning final_group7_federated_learning
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    final_group9_federated_dp final_group9_federated_dp
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    final_group11_attack_local_features final_group11_attack_local_features
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    final_group12_adversarial_peft final_group12_adversarial_peft
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    final_group13_vlm_robot final_group13_vlm_robot
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minimum score must view must submit must contribute