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Andrea Stocco Profile
Andrea Stocco

@tsigalko18

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Software Engineering research @TU_Muenchen + @fortiss ๐Ÿ‡ฉ๐Ÿ‡ช | prev. @usisoftware ๐Ÿ‡จ๐Ÿ‡ญ| @UBC ๐Ÿ‡จ๐Ÿ‡ฆ | PhD @InfUNIGE ๐Ÿ‡ฎ๐Ÿ‡น | exchange @TallinnTech @unitartu ๐Ÿ‡ช๐Ÿ‡ช

Munich, Germany
Joined April 2013
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@tsigalko18
Andrea Stocco
5 months
๐Ÿ“New @ICSEconf paper! We hybridize driving simulators with #GenAI to expand ODD coverage for ADS testing. โœจOur approach improves diffusion models' diversity, temporal consistency & efficiency. ๐Ÿ”— Paper: .๐Ÿ’ป Code:
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@tsigalko18
Andrea Stocco
2 months
RT @DeepTestConf: DeepTest 2025 has just kicked off! Join us in Room 213, where Prof. Shiva Nejati is delivering a keynote titled 'Failuresโ€ฆ.
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@tsigalko18
Andrea Stocco
3 months
Honored to receive 2 TCSE Distinguished Paper Awards at @ICSTconf ๐Ÿ†๐Ÿ† Grateful to my amazing co-authors & colleagues ๐Ÿ™Œ #ICST2025
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@tsigalko18
Andrea Stocco
4 months
๐Ÿ“Multi-simulator virtual testing for autonomous vehicles ๐Ÿš— ๐Ÿค–. โœจ In our new paper we ensemble driving simulators to increase the trustworthiness of search-based test generation for ADAS. ๐Ÿ”— Pre-print:
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@tsigalko18
Andrea Stocco
4 months
๐Ÿšจ New Paper Alert: XAI-based Fuzzing for Deep Learning Testing! ๐Ÿค–๐Ÿ‘๏ธ. XMutant uses XAI to improve model-based test generation, boosting efficiency & effectiveness in detecting DL system failures (sentiment analysis, digit recognition, ADAS). ๐Ÿ“– Preprint:
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@tsigalko18
Andrea Stocco
6 months
๐Ÿ“ Our results suggest that probabilistic forecasting of safety metrics is effective for runtime monitoring. ๐Ÿ“ Temporal Fusion Transformer (TFT) stands out for accuracy & efficiency. ๐Ÿ“– Accepted and available online at @acm_tosem. ๐Ÿ”—
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@tsigalko18
Andrea Stocco
6 months
Interested in the #safety of #AI autonomous systems? Our new paper explores runtime monitoring via safety metric prediction, focusing on probabilistic temporal forecasting for #autonomous #driving & #aviation ๐Ÿš—โœˆ๏ธ๐Ÿค–. Collab: @uOttawa ๐Ÿ‡จ๐Ÿ‡ฆ @LeroCentre ๐Ÿ‡ฎ๐Ÿ‡ช @fortiss @TU_Muenchen ๐Ÿ‡ฉ๐Ÿ‡ช
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@tsigalko18
Andrea Stocco
7 months
๐Ÿ“ข๐Ÿ“ข Two papers accepted for #ICST2025 .@fortiss @TU_Muenchen .Congrats to all authors @stefanolambe H. Leonhard Maryam M. Biagiola @p1ndsvin. Thanks to the reviewers' feedback @ICSTconf consistently delivers high-quality reviews in the SoftEng community. Preprints coming soon๐Ÿ“š
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@tsigalko18
Andrea Stocco
10 months
RT @ICSTconf: โณ The #ICST2025 Research Track paper deadline is fast approaching!.๐Ÿ“… Submit your abstract by Wed Sep 25, 2024, and full paperโ€ฆ.
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@tsigalko18
Andrea Stocco
1 year
RT @ICSTconf: Are you doing a PhD in software testing, verification, and validation and looking for feedback or networking opportunities? Cโ€ฆ.
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@tsigalko18
Andrea Stocco
1 year
RT @matteocamilli: Working on testing ๐Ÿงช or analysis ๐Ÿ“Š for AI-enabled systems? ๐Ÿง ๐Ÿค– don't miss the chance to submit your work to our Special Iโ€ฆ.
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@tsigalko18
Andrea Stocco
1 year
RT @CoenDeRoover: July 1st AoE: abstract deadline for Engineering Track () & NIER Track ( oโ€ฆ.
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@tsigalko18
Andrea Stocco
1 year
RT @CoenDeRoover: Abstracts for the Research Track of the 24th IEEE International Conference on Source Code Analysis and Manipulation (SCAMโ€ฆ.
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@tsigalko18
Andrea Stocco
1 year
It was a pleasure to host @s_baltes (University of Bayreuth, former SAP), Alexander Berndt (University of Mannheim, SAP), and Martin Gruber (BMW) for a research visit @TU_Muenchen to engage in interesting discussions on testing practices between academia and industry
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@tsigalko18
Andrea Stocco
1 year
RT @vale_lenarduzzi: 6 days to submit your abstract @ieeescam. @tsigalko18 and I are waiting your contributions @CoenDeRoover @IEEEICSME.
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@tsigalko18
Andrea Stocco
1 year
Today @icstconference @stefanolambe and I will discuss the assessment and mitigation of the #realitygap and early system-level #failure #prediction for autonomous driving systems! . ๐Ÿ“Œ Session "Testing Autonomous Driving Systems" (Rooms 2 & 3) at 15:30 EST
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@tsigalko18
Andrea Stocco
1 year
๐Ÿ“ข Working at the intersection of Artificial Intelligence and Automated Testing? ๐Ÿค–๐Ÿ“Š๐Ÿง . One month left for submitting to our @JSSoftware Special Issue!. ๐Ÿ“œ Deadline May 30, 2024.๐Ÿ“ฃ CFP We are looking forward to your papers! ๐Ÿ‘๐Ÿฅฐ. #AI #Testing #SE4AI.
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@tsigalko18
Andrea Stocco
1 year
Work by M. Biagiola @p1ndsvin @paolo_tonella .A result of the @ERC_Research project PRECRIME and joint collaboration @usisoftware ๐Ÿ‡จ๐Ÿ‡ญ @uniud ๐Ÿ‡ฎ๐Ÿ‡น @fortiss @TU_Muenchen ๐Ÿ‡ฉ๐Ÿ‡ช.
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@tsigalko18
Andrea Stocco
1 year
๐Ÿ“Œ using only one simulation platform is not reliable and can produce a false notion of safety.๐Ÿ“Œ digital siblings mitigate the fidelity and #realitygap ๐ŸŒ‰ experienced with general-purpose driving simulators.
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@tsigalko18
Andrea Stocco
1 year
If you are interested in simulation-based testing of self-driving cars, our recent @emsejournal paper introduces a practical cross-simulator testing approach called #digitalsiblings ๐Ÿ‘ฌ that uses multiple simulators to enhance the reliability of testing. ๐Ÿ“œ
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