Search Results for author: Teodora Baluta

Found 5 papers, 2 papers with code

Explaining SAT Solving Using Causal Reasoning

no code implementations9 Jun 2023 Jiong Yang, Arijit Shaw, Teodora Baluta, Mate Soos, Kuldeep S. Meel

Subsequently, given a query such as whether a clause with low literals blocks distance (LBD) has a higher clause utility, CausalSAT calculates the causal effect of LBD on clause utility and provides an answer to the question.

Membership Inference Attacks and Generalization: A Causal Perspective

1 code implementation18 Sep 2022 Teodora Baluta, Shiqi Shen, S. Hitarth, Shruti Tople, Prateek Saxena

Our causal models also show a new connection between generalization and MI attacks via their shared causal factors.

LPGNet: Link Private Graph Networks for Node Classification

1 code implementation6 May 2022 Aashish Kolluri, Teodora Baluta, Bryan Hooi, Prateek Saxena

In this paper, we present a new neural network architecture called LPGNet for training on graphs with privacy-sensitive edges.

Classification Node Classification

Scalable Quantitative Verification For Deep Neural Networks

no code implementations17 Feb 2020 Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel, Prateek Saxena

But these existing techniques provide either scalability to large networks or formal guarantees, not both.

Adversarial Robustness

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