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pubs.js
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pubs = [
{
"title": "Is Certifying \ud835\udcc1p Robustness Still Worthwhile?",
"authors": [
"Ravi Mangal",
"Klas Leino",
"Zifan Wang",
"Kai Hu",
"Weicheng Yu",
"Corina Pasareanu",
"Anupam Datta",
"Matt Fredrikson"
],
"venue": "CoRR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2310.09361",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 0
},
{
"title": "A Recipe for Improved Certifiable Robustness: Capacity and Data.",
"authors": [
"Kai Hu",
"Klas Leino",
"Zifan Wang",
"Matt Fredrikson"
],
"venue": "CoRR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2310.02513",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 1
},
{
"title": "Representation Engineering: A Top-Down Approach to AI Transparency.",
"authors": [
"Andy Zou",
"Long Phan",
"Sarah Chen",
"James Campbell",
"Phillip Guo",
"Richard Ren",
"Alexander Pan",
"Xuwang Yin",
"Mantas Mazeika",
"Dombrowski",
"Shashwat Goel",
"Nathaniel Li",
"Michael Byun",
"Zifan Wang",
"Alex Mallen",
"Steven Basart",
"Sanmi Koyejo",
"Dawn Song",
"Matt Fredrikson",
"Zico Kolter",
"Dan Hendrycks"
],
"venue": "CoRR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2310.01405",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 2
},
{
"title": "Universal and Transferable Adversarial Attacks on Aligned Language Models.",
"authors": [
"Andy Zou",
"Zifan Wang",
"Zico Kolter",
"Matt Fredrikson"
],
"venue": "CoRR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2307.15043",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 3
},
{
"title": "Scaling in Depth: Unlocking Robustness Certification on ImageNet.",
"authors": [
"Kai Hu",
"Andy Zou",
"Zifan Wang",
"Klas Leino",
"Matt Fredrikson"
],
"venue": "CoRR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2301.12549",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 4
},
{
"title": "Learning Modulo Theories.",
"authors": [
"Matt Fredrikson",
"Kaiji Lu",
"Saranya Vijayakumar",
"Somesh Jha",
"Vijay Ganesh",
"Zifan Wang"
],
"venue": "CoRR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2301.11435",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 5
},
{
"title": "On the Perils of Cascading Robust Classifiers.",
"authors": [
"Ravi Mangal",
"Zifan Wang",
"Chi Zhang",
"Klas Leino",
"Corina Pasareanu",
"Matt Fredrikson"
],
"venue": "ICLR 2023",
"year": "2023",
"pdf": "https://doi.org/10.48550/arXiv.2206.00278",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 6
},
{
"title": "Enhancing the insertion of NOP instructions to obfuscate malware via deep reinforcement learning.",
"authors": [
"Daniel Gibert",
"Matt Fredrikson",
"Carles Mateu",
"Jordi Planes",
"Quan Le"
],
"venue": "Comput. Secur. 2022",
"year": "2022",
"pdf": "https://doi.org/10.1016/j.cose.2021.102543",
"tags": [
"journal"
],
"cats": [],
"abbrv": "",
"order": 7
},
{
"title": "Privacy-Preserving Case-Based Explanations: Enabling Visual Interpretability by Protecting Privacy.",
"authors": [
"Helena Montenegro",
"Wilson Silva",
"Alex Gaudio",
"Matt Fredrikson",
"Asim Smailagic",
"Jaime Cardoso"
],
"venue": "IEEE Access 2022",
"year": "2022",
"pdf": "https://doi.org/10.1109/ACCESS.2022.3157589",
"tags": [
"journal"
],
"cats": [],
"abbrv": "",
"order": 8
},
{
"title": "Black-Box Audits for Group Distribution Shifts.",
"authors": [
"Marc Juarez",
"Samuel Yeom",
"Matt Fredrikson"
],
"venue": "CoRR 2022",
"year": "2022",
"pdf": "https://doi.org/10.48550/arXiv.2209.03620",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 9
},
{
"title": "Faithful Explanations for Deep Graph Models.",
"authors": [
"Zifan Wang",
"Yuhang Yao",
"Chaoran Zhang",
"Han Zhang",
"Youjie Kang",
"Carlee",
"Matt Fredrikson",
"Anupam Datta"
],
"venue": "CoRR 2022",
"year": "2022",
"pdf": "https://doi.org/10.48550/arXiv.2205.11850",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 10
},
{
"title": "Protecting user data through ephemeral ownership of IoT devices.",
"authors": [
"Han Zhang",
"Yuvraj Agarwal",
"Matt Fredrikson"
],
"venue": "MobiSys 2022",
"year": "2022",
"pdf": "https://doi.org/10.1145/3498361.3538664",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 11
},
{
"title": "TEO: ephemeral ownership for IoT devices to provide granular data control.",
"authors": [
"Han Zhang",
"Yuvraj Agarwal",
"Matt Fredrikson"
],
"venue": "MobiSys 2022",
"year": "2022",
"pdf": "https://doi.org/10.1145/3498361.3539774",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 12
},
{
"title": "Robust Models Are More Interpretable Because Attributions Look Normal.",
"authors": [
"Zifan Wang",
"Matt Fredrikson",
"Anupam Datta"
],
"venue": "ICML 2022",
"year": "2022",
"pdf": "https://proceedings.mlr.press/v162/wang22e.html",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 13
},
{
"title": "Consistent Counterfactuals for Deep Models.",
"authors": [
"Emily Black",
"Zifan Wang",
"Matt Fredrikson"
],
"venue": "ICLR 2022",
"year": "2022",
"pdf": "https://arxiv.org/abs/2110.03109",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 14
},
{
"title": "Selective Ensembles for Consistent Predictions.",
"authors": [
"Emily Black",
"Klas Leino",
"Matt Fredrikson"
],
"venue": "ICLR 2022",
"year": "2022",
"pdf": "https://arxiv.org/abs/2111.08230",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 15
},
{
"title": "Self-correcting Neural Networks for Safe Classification.",
"authors": [
"Klas Leino",
"Aymeric Fromherz",
"Ravi Mangal",
"Matt Fredrikson",
"Bryan Parno",
"Corina Pasareanu"
],
"venue": "NSV/FoMLAS@CAV 2022",
"year": "2022",
"pdf": "https://doi.org/10.1007/978-3-031-21222-2_7",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 16
},
{
"title": "Degradation Attacks on Certifiably Robust Neural Networks.",
"authors": [
"Klas Leino",
"Chi Zhang",
"Ravi Mangal",
"Matt Fredrikson",
"Bryan Parno",
"Corina Pasareanu"
],
"venue": "Trans. Mach. Learn. Res. 2022",
"year": "2022",
"pdf": "https://openreview.net/forum?id=P0XO5ZE98j",
"tags": [
"journal"
],
"cats": [],
"abbrv": "",
"order": 17
},
{
"title": "Enhancing the Insertion of NOP Instructions to Obfuscate Malware via Deep Reinforcement Learning.",
"authors": [
"Daniel Gibert",
"Matt Fredrikson",
"Carles Mateu",
"Jordi Planes",
"Quan Le"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "https://arxiv.org/abs/2111.09626",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 18
},
{
"title": "Self-Repairing Neural Networks: Provable Safety for Deep Networks via Dynamic Repair.",
"authors": [
"Klas Leino",
"Aymeric Fromherz",
"Ravi Mangal",
"Matt Fredrikson",
"Bryan Parno",
"Corina Pasareanu"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "https://arxiv.org/abs/2107.11445",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 19
},
{
"title": "Leave-one-out Unfairness.",
"authors": [
"Emily Black",
"Matt Fredrikson"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "https://doi.org/10.1145/3442188.3445894",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 20
},
{
"title": "Relaxing Local Robustness.",
"authors": [
"Klas Leino",
"Matt Fredrikson"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "https://proceedings.neurips.cc/paper/2021/hash/8df6a65941e4c9da40a4fb899de65c55-Abstract.html",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 21
},
{
"title": "The Design of the User Interfaces for Privacy Enhancements for Android.",
"authors": [
"Jason Hong",
"Yuvraj Agarwal",
"Matt Fredrikson",
"Mike Czapik",
"Shawn Hanna",
"Swarup Sahoo",
"Judy Chun",
"Chung",
"Aniruddh Iyer",
"Ally Liu",
"Shen Lu",
"Rituparna Roychoudhury",
"Qian Wang",
"Shan Wang",
"Siqi Wang",
"Vida Zhang",
"Jessica Zhao",
"Yuan Jiang",
"Haojian Jin",
"Sam Kim",
"Evelyn Kuo",
"Tianshi Li",
"Jinping Liu",
"Yile Liu",
"Robert Zhang"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "https://arxiv.org/abs/2104.12032",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 22
},
{
"title": "Boundary Attributions Provide Normal (Vector) Explanations.",
"authors": [
"Zifan Wang",
"Matt Fredrikson",
"Anupam Datta"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "https://arxiv.org/abs/2103.11257",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 23
},
{
"title": "Globally-Robust Neural Networks.",
"authors": [
"Klas Leino",
"Zifan Wang",
"Matt Fredrikson"
],
"venue": "CoRR 2021",
"year": "2021",
"pdf": "http://proceedings.mlr.press/v139/leino21a.html",
"tags": [
"tech report"
],
"cats": [],
"abbrv": "",
"order": 24
},
{
"title": "Netter: Probabilistic, Stateful Network Models.",
"authors": [
"Han Zhang",
"Chi Zhang",
"Arthur Azevedo de Amorim",
"Yuvraj Agarwal",
"Matt Fredrikson",
"Limin Jia"
],
"venue": "VMCAI 2021",
"year": "2021",
"pdf": "https://doi.org/10.1007/978-3-030-67067-2_22",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 25
},
{
"title": "Capture: Centralized Library Management for Heterogeneous IoT Devices.",
"authors": [
"Han Zhang",
"Abhijith Anilkumar",
"Matt Fredrikson",
"Yuvraj Agarwal"
],
"venue": "USENIX Security Symposium 2021",
"year": "2021",
"pdf": "https://www.usenix.org/conference/usenixsecurity21/presentation/zhang-han",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 26
},
{
"title": "Exploring Conceptual Soundness with TruLens.",
"authors": [
"Anupam Datta",
"Matt Fredrikson",
"Klas Leino",
"Kaiji Lu",
"Shayak Sen",
"Ricardo Shih",
"Zifan Wang"
],
"venue": "NeurIPS 2021",
"year": "2021",
"pdf": "https://proceedings.mlr.press/v176/datta22a.html",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 27
},
{
"title": "Machine Learning Explainability and Robustness: Connected at the Hip.",
"authors": [
"Anupam Datta",
"Matt Fredrikson",
"Klas Leino",
"Kaiji Lu",
"Shayak Sen",
"Zifan Wang"
],
"venue": "KDD 2021",
"year": "2021",
"pdf": "https://doi.org/10.1145/3447548.3470806",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 28
},
{
"title": "Fast Geometric Projections for Local Robustness Certification.",
"authors": [
"Aymeric Fromherz",
"Klas Leino",
"Matt Fredrikson",
"Bryan Parno",
"Corina Pasareanu"
],
"venue": "ICLR 2021",
"year": "2021",
"pdf": "https://arxiv.org/abs/2002.04742",
"tags": [
"conference"
],
"cats": [],
"abbrv": "",
"order": 29
},
{
"title": "Automating Audit with Policy Inference.",
"authors": [
"Abhishek Bichhawat",
"Matt Fredrikson",
"Jean Yang"
],
"venue": "CSF 2021",
"year": "2021",
"pdf": "https://doi.org/10.1109/CSF51468.2021.00001",
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