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Basics in foundation model and robustness
Pin-Yu Chen · Sijia Liu
Author Information
Pin-Yu Chen (IBM Research AI)
Sijia Liu (Michigan State University)
More from the Same Authors
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2020 : Paper 10: Certified Interpretability Robustness for Class Activation Mapping »
Alex Gu · Tsui-Wei Weng · Pin-Yu Chen · Sijia Liu · Luca Daniel -
2021 Spotlight: MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge »
Geng Yuan · Xiaolong Ma · Wei Niu · Zhengang Li · Zhenglun Kong · Ning Liu · Yifan Gong · Zheng Zhan · Chaoyang He · Qing Jin · Siyue Wang · Minghai Qin · Bin Ren · Yanzhi Wang · Sijia Liu · Xue Lin -
2021 : Certified Robustness for Free in Differentially Private Federated Learning »
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2021 : MAML is a Noisy Contrastive Learner »
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2021 : Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGD »
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2021 : QTN-VQC: An End-to-End Learning Framework for Quantum Neural Networks »
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2021 : Pessimistic Model Selection for Offline Deep Reinforcement Learning »
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2022 : On the Robustness of deep learning-based MRI Reconstruction to image transformations »
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2022 : Visual Prompting for Adversarial Robustness »
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2022 : Visual Prompting for Adversarial Robustness »
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2022 : Do Domain Generalization Methods Generalize Well? »
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2022 : On the Adversarial Robustness of Vision Transformers »
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2022 : Panel »
Pin-Yu Chen · Alex Gittens · Bo Li · Celia Cintas · Hilde Kuehne · Payel Das -
2022 : Q & A »
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2022 : Deep dive on foundation models for code »
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2022 : Deep dive on foundation models for computer vision »
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2022 Tutorial: Foundational Robustness of Foundation Models »
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2022 Poster: Fairness Reprogramming »
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2022 Poster: Advancing Model Pruning via Bi-level Optimization »
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2021 Poster: Predicting Deep Neural Network Generalization with Perturbation Response Curves »
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2021 Poster: Mean-based Best Arm Identification in Stochastic Bandits under Reward Contamination »
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2021 Poster: Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Sparse Neural Networks »
Shuai Zhang · Meng Wang · Sijia Liu · Pin-Yu Chen · Jinjun Xiong -
2021 Poster: CAFE: Catastrophic Data Leakage in Vertical Federated Learning »
Xiao Jin · Pin-Yu Chen · Chia-Yi Hsu · Chia-Mu Yu · Tianyi Chen -
2021 Poster: Adversarial Attack Generation Empowered by Min-Max Optimization »
Jingkang Wang · Tianyun Zhang · Sijia Liu · Pin-Yu Chen · Jiacen Xu · Makan Fardad · Bo Li -
2021 : Live Q&A session: MAML is a Noisy Contrastive Learner »
Chia-Hsiang Kao · Wei-Chen Chiu · Pin-Yu Chen -
2021 : Contributed Talk (Oral): MAML is a Noisy Contrastive Learner »
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2021 : SenSE: A Toolkit for Semantic Change Exploration via Word Embedding Alignment »
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2021 Poster: Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot? »
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2021 Poster: When does Contrastive Learning Preserve Adversarial Robustness from Pretraining to Finetuning? »
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2021 Poster: MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge »
Geng Yuan · Xiaolong Ma · Wei Niu · Zhengang Li · Zhenglun Kong · Ning Liu · Yifan Gong · Zheng Zhan · Chaoyang He · Qing Jin · Siyue Wang · Minghai Qin · Bin Ren · Yanzhi Wang · Sijia Liu · Xue Lin -
2021 Poster: Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight Perturbations »
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2021 Poster: Understanding the Limits of Unsupervised Domain Adaptation via Data Poisoning »
Akshay Mehra · Bhavya Kailkhura · Pin-Yu Chen · Jihun Hamm -
2020 Poster: Training Stronger Baselines for Learning to Optimize »
Tianlong Chen · Weiyi Zhang · Zhou Jingyang · Shiyu Chang · Sijia Liu · Lisa Amini · Zhangyang Wang -
2020 Poster: ScaleCom: Scalable Sparsified Gradient Compression for Communication-Efficient Distributed Training »
Chia-Yu Chen · Jiamin Ni · Songtao Lu · Xiaodong Cui · Pin-Yu Chen · Xiao Sun · Naigang Wang · Swagath Venkataramani · Vijayalakshmi (Viji) Srinivasan · Wei Zhang · Kailash Gopalakrishnan -
2020 Spotlight: Training Stronger Baselines for Learning to Optimize »
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2020 Poster: Higher-Order Certification For Randomized Smoothing »
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2020 Poster: Optimizing Mode Connectivity via Neuron Alignment »
Norman J Tatro · Pin-Yu Chen · Payel Das · Igor Melnyk · Prasanna Sattigeri · Rongjie Lai -
2020 Poster: The Lottery Ticket Hypothesis for Pre-trained BERT Networks »
Tianlong Chen · Jonathan Frankle · Shiyu Chang · Sijia Liu · Yang Zhang · Zhangyang Wang · Michael Carbin -
2020 Spotlight: Higher-Order Certification For Randomized Smoothing »
Jeet Mohapatra · Ching-Yun Ko · Tsui-Wei Weng · Pin-Yu Chen · Sijia Liu · Luca Daniel -
2019 : Poster Session »
Ahana Ghosh · Javad Shafiee · Akhilan Boopathy · Alex Tamkin · Theodoros Vasiloudis · Vedant Nanda · Ali Baheri · Paul Fieguth · Andrew Bennett · Guanya Shi · Hao Liu · Arushi Jain · Jacob Tyo · Benjie Wang · Boxiao Chen · Carroll Wainwright · Chandramouli Shama Sastry · Chao Tang · Daniel S. Brown · David Inouye · David Venuto · Dhruv Ramani · Dimitrios Diochnos · Divyam Madaan · Dmitrii Krashenikov · Joel Oren · Doyup Lee · Eleanor Quint · elmira amirloo · Matteo Pirotta · Gavin Hartnett · Geoffroy Dubourg-Felonneau · Gokul Swamy · Pin-Yu Chen · Ilija Bogunovic · Jason Carter · Javier Garcia-Barcos · Jeet Mohapatra · Jesse Zhang · Jian Qian · John Martin · Oliver Richter · Federico Zaiter · Tsui-Wei Weng · Karthik Abinav Sankararaman · Kyriakos Polymenakos · Lan Hoang · mahdieh abbasi · Marco Gallieri · Mathieu Seurin · Matteo Papini · Matteo Turchetta · Matthew Sotoudeh · Mehrdad Hosseinzadeh · Nathan Fulton · Masatoshi Uehara · Niranjani Prasad · Oana-Maria Camburu · Patrik Kolaric · Philipp Renz · Prateek Jaiswal · Reazul Hasan Russel · Riashat Islam · Rishabh Agarwal · Alexander Aldrick · Sachin Vernekar · Sahin Lale · Sai Kiran Narayanaswami · Samuel Daulton · Sanjam Garg · Sebastian East · Shun Zhang · Soheil Dsidbari · Justin Goodwin · Victoria Krakovna · Wenhao Luo · Wesley Chung · Yuanyuan Shi · Yuh-Shyang Wang · Hongwei Jin · Ziping Xu -
2018 Poster: Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization »
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2018 Poster: Efficient Neural Network Robustness Certification with General Activation Functions »
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2018 Poster: Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives »
Amit Dhurandhar · Pin-Yu Chen · Ronny Luss · Chun-Chen Tu · Paishun Ting · Karthikeyan Shanmugam · Payel Das