Stateful strategic regression

K Harris, H Heidari, SZ Wu - Advances in Neural …, 2021 - proceedings.neurips.cc
strategic agents may respond to such scoring tools to receive favorable assessments. While
prior work has focused on the short-term strategic … we establish that in our stateful setting, the …

Performative prediction in a stateful world

G Brown, S Hod, I Kalemaj - International conference on …, 2022 - proceedings.mlr.press
… We formalize the notion of an optimal strategy within our stateful … provides a means to
approximate such optimal strategies. … We investigate the same strategy in our stateful framework. …

Causal strategic linear regression

Y Shavit, B Edelman, B Axelrod - … Conference on Machine …, 2020 - proceedings.mlr.press
… We will refer to this setting as “causal strategic learning”, in … Thus, as we test different decision
rules and observe strategic … setting of causal strategic linear regression in the realizable …

Strategic instrumental variable regression: Recovering causal relationships from strategic responses

K Harris, DDT Ngo, L Stapleton… - … on Machine Learning, 2022 - proceedings.mlr.press
… with shifts due to strategic responses: We show that we can use strategic responses effectively
to … between strategic responses to ML models and instrumental variable (IV) regression by …

Differential regression testing for REST APIs

P Godefroid, D Lehmann, M Polishchuk - Proceedings of the 29th ACM …, 2020 - dl.acm.org
… For generating inputs (sequences of HTTP requests) to services, we use RESTler, a stateful
… a simpler and less expensive strategy for finding service and specification regressions: …

Exploring effective fuzzing strategies to analyze communication protocols

Y Chen, T Lan, G Venkataramani - … of the 3rd ACM Workshop on …, 2019 - dl.acm.org
… -stateful greybox fuzzer. In order to achieve higher code coverage, we design stateful protocol
fuzzing strategies … engine decides to regress the fuzzing state). In summary, our proposed …

Mrcnn: A stateful fast r-cnn

P Burlina - 2016 23rd International conference on pattern …, 2016 - ieeexplore.ieee.org
… In MRCNN, region proposals -- that are vetted via classification and regression in R-CNNs
-… a combined CNN strategy for both proposal generation, scoring and position regression. …

Incentive mechanisms for strategic classification and regression problems

K Jin, X Zhang, MM Khalili, P Naghizadeh… - Proceedings of the 23rd …, 2022 - dl.acm.org
… agents’ best responses in strategic classification de… strategic regression, the best responses
are the same for all agents and only depend on the decision rule. In this strategic regression

G-RankTest: Regression testing of controller applications

L Mariani, O Riganelli, M Santoro… - 2012 7th International …, 2012 - ieeexplore.ieee.org
… Even if stateless computations are common in embedded software, a number of components
are also stateful. Addressing stateful components requires extending our strategies and …

Java2SDG: stateful big data processing for the masses

RC Fernandez, P Garefalakis… - 2016 IEEE 32nd …, 2016 - ieeexplore.ieee.org
… filtering, logistic regression and a key/value store. We use SEEP [4], a stateful data-parallel …
We find that our strategy for doing this automatically performs well for many practical big …