General Purpose AI Computing: Opportunities and Challenges.

Flavius Gruian https://orcid.org/0000-0003-1739-3384 https://www.wikidata.org/entity/Q130884615

Håkan Grahn Christoph W. Kessler Flavius Gruian Jörn W. Janneck Anton Borg August Ernstsson Michail Boulasikis Sehrish Qummar Christoffer Åleskog General Purpose AI Computing: Opportunities and Challenges. 2026 August 39-49 59 Computer 8 https://doi.org/10.1109/MC.2026.3689659 db/journals/computer/computer59.html#GrahnKGJBEBQA26 streams/journals/computer

Gareth Callanan Flavius Gruian Specifying and Compiling Scalable Networks of Actors for Software and Hardware Platforms. 9:1-9:26 2026 January 25 ACM Trans. Embed. Comput. Syst. 1 https://doi.org/10.1145/3774886 db/journals/tecs/tecs25.html#CallananG26 streams/journals/tecs

Hazem Ismail Ali Harrison Kurunathan Mohamed Hamdy Eldefrawy Flavius Gruian Magnus Jonsson Navigating the Challenges and Opportunities of Securing Internet of Autonomous Vehicles With Lightweight Authentication. 24207-24222 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3537800 db/journals/access/access13.html#AliKEGJ25 streams/journals/access

Michail Boulasikis Flavius Gruian Robert-Zoltán Szász Thalassa: Transforming Symbolic PDEs into Tensor-Based Solvers Running on ML Accelerators. 463-472 2025 IPDPS (Workshops) https://doi.org/10.1109/IPDPSW66978.2025.00072 conf/ipps/2025w db/conf/ipps/ipdps2025w.html#BoulasikisGS25 streams/conf/ipps Gareth Callanan Flavius Gruian Parametric Actors Networks to Efficient Hardware: CORDIC-Based QR Decomposition. SYNASC 2025 135-142 conf/synasc/2025 https://doi.org/10.1109/SYNASC69064.2025.00027 db/conf/synasc/synasc2025.html#CallananG25 streams/conf/synasc Gareth Callanan Flavius Gruian Hardware and Software Generation from Large Actor Machines in Streaming Applications. 142-150 2024 SAC https://doi.org/10.1145/3605098.3635930 https://www.wikidata.org/entity/Q130884617 conf/sac/2024 db/conf/sac/sac2024.html#CallananG24 Michail Boulasikis Christoph W. Kessler Flavius Gruian Jörg Keller 0001 Sebastian Litzinger Packet-Type Aware Scheduling of Moldable Streaming Tasks on Multicore Systems with DVFS. 449-451 2024 SAC https://doi.org/10.1145/3605098.3636081 https://www.wikidata.org/entity/Q130978322 conf/sac/2024 db/conf/sac/sac2024.html#BoulasikisKG0L24 Gareth Callanan Flavius Gruian Scalable Actor Networks with CAL. 169-179 2023 MEMOCODE https://ieeexplore.ieee.org/document/10316200 conf/memocode/2023 db/conf/memocode/memocode2023.html#CallananG23 Michail Boulasikis Flavius Gruian Gareth Callanan Jörn W. Janneck Informing Static Mapping and Local Scheduling of Stream Programs with Trace Analysis. 98-103 2023 SYNASC https://doi.org/10.1109/SYNASC61333.2023.00021 conf/synasc/2023 db/conf/synasc/synasc2023.html#BoulasikisGCJ23 Michail Boulasikis Flavius Gruian Gareth Callanan Jörn W. Janneck Analysing Dataflow Programs with Causation Traces. 534-535 2022 PACT https://doi.org/10.1145/3559009.3569660 conf/IEEEpact/2022 db/conf/IEEEpact/pact2022.html#BoulasikisGCJ22 Gareth Callanan Flavius Gruian Estimating Stream Application Performance in Early-Stage System Design. 816-823 2022 IEEECONF https://doi.org/10.1109/IEEECONF56349.2022.10051859 conf/acssc/2022 db/conf/acssc/acssc2022.html#CallananG22 Mehmet Ali Arslan Flavius Gruian Krzysztof Kuchcinski Andreas Karlsson Code generation for a SIMD architecture with custom memory organisation. 90-97 2016 DASIP https://doi.org/10.1109/DASIP.2016.7853802 conf/dasip/2016 db/conf/dasip/dasip2016.html#ArslanGKK16 Ricardo Gómez Flavius Gruian Liang Liu 0002 Memory Power Management for Java Processors Using Heap Partitioning and Power Gating. 5:1-5:8 2016 JTRES https://doi.org/10.1145/2990509.2990514 conf/jtres/2016 db/conf/jtres/jtres2016.html#GomezGL16 Mehmet Ali Arslan Flavius Gruian Krzysztof Kuchcinski Application-set driven exploration for custom processor architectures. 70-71 2015 ASAP https://doi.org/10.1109/ASAP.2015.7245710 https://doi.ieeecomputersociety.org/10.1109/ASAP.2015.7245710 conf/asap/2015 db/conf/asap/asap2015.html#ArslanGK15 Mehmet Ali Arslan Krzysztof Kuchcinski Flavius Gruian Yangxurui Liu Programming support for reconfigurable custom vector architectures. 49-57 2015 PMAM@PPoPP https://doi.org/10.1145/2712386.2712399 conf/ppopp/2015pmam db/conf/ppopp/pmam2015.html#ArslanKGL15

Mehmet Ali Arslan Flavius Gruian Krzysztof Kuchcinski A Comparative Study of Scheduling Techniques for Multimedia Applications on SIMD Pipelines. 2015 abs/1502.07447 CoRR http://arxiv.org/abs/1502.07447 db/journals/corr/corr1502.html#ArslanGK15

Usman Mazhar Mirza Flavius Gruian Krzysztof Kuchcinski Mapping streaming applications on multiprocessors with time-division-multiplexed network-on-chip. 276-291 2014 40 Comput. Electr. Eng. 8 https://doi.org/10.1016/j.compeleceng.2014.08.015 db/journals/cee/cee40.html#MirzaGK14

Flavius Gruian Martin Schoeberl Hardware support for CSP on a Java chip multiprocessor. 472-481 2013 37 Microprocess. Microsystems 4-5 https://doi.org/10.1016/j.micpro.2012.08.004 db/journals/mam/mam37.html#GruianS13

Usman Mazhar Mirza Flavius Gruian Krzysztof Kuchcinski Design space exploration for streaming applications on multiprocessors with guaranteed service NoC. 35-40 2013 NoCArc@MICRO https://doi.org/10.1145/2536522.2536527 conf/micro/2013nocarc db/conf/micro/nocarc2013.html#MirzaGK13 Usman Mazhar Mirza Flavius Gruian High-level architecture modeling and exploration for streaming applications. 1263-1266 2012 ACSCC https://doi.org/10.1109/ACSSC.2012.6489226 conf/acssc/2012 db/conf/acssc/acssc2012.html#MirzaG12 Flavius Gruian Runtime voltage/frequency scaling for energy-aware streaming applications. 1439-1443 2012 ACSCC https://doi.org/10.1109/ACSSC.2012.6489264 conf/acssc/2012 db/conf/acssc/acssc2012.html#Gruian12 Junhe Gan Paul Pop Flavius Gruian Jan Madsen Robust and flexible mapping for real-time distributed applications during the early design phases. 935-940 2012 DATE https://doi.org/10.1109/DATE.2012.6176631 https://doi.ieeecomputersociety.org/10.1109/DATE.2012.6176631 http://dl.acm.org/citation.cfm?id=2492943 conf/date/2012 db/conf/date/date2012.html#GanPGM12 Flavius Gruian Mehmet Ali Arslan Java bytecode to hardware made easy with bluespec system verilog. 80-87 2012 JTRES https://doi.org/10.1145/2388936.2388951 https://www.wikidata.org/entity/Q131111710 conf/jtres/2012 db/conf/jtres/jtres2012.html#GruianA12 Junhe Gan Flavius Gruian Paul Pop Jan Madsen Energy/reliability trade-offs in fault-tolerant event-triggered distributed embedded systems. 731-736 2011 ASP-DAC https://doi.org/10.1109/ASPDAC.2011.5722283 http://dl.acm.org/citation.cfm?id=1950955 https://www.wikidata.org/entity/Q54483887 conf/aspdac/2011 db/conf/aspdac/aspdac2011.html#GanGPM11 Flavius Gruian Mark Westmijze Investigating hardware micro-instruction folding in a Java embedded processor. 102-108 2010 JTRES https://doi.org/10.1145/1850771.1850787 https://www.wikidata.org/entity/Q130897164 conf/jtres/2010 db/conf/jtres/jtres2010.html#GruianW10 Flavius Gruian Mark Westmijze VHDL vs. Bluespec system verilog: a case study on a Java embedded architecture. 1492-1497 2008 SAC https://doi.org/10.1145/1363686.1364037 https://www.wikidata.org/entity/Q131129853 conf/sac/2008 db/conf/sac/sac2008.html#GruianW08 Flavius Gruian Mark Westmijze BlueJEP: a flexible and high-performance Java embedded processor. 222-229 2007 JTRES https://doi.org/10.1145/1288940.1288973 https://www.wikidata.org/entity/Q131119417 conf/jtres/2007 db/conf/jtres/jtres2007.html#GruianW07 Flavius Gruian Mark Westmijze BluEJAMM: A Bluespec Embedded Java Architecture with Memory Management. 459-466 2007 SYNASC https://doi.org/10.1109/SYNASC.2007.12 https://doi.ieeecomputersociety.org/10.1109/SYNASC.2007.12 conf/synasc/2007 db/conf/synasc/synasc2007.html#GruianW07 Flavius Gruian Partha S. Roop Zoran A. Salcic Ivan Radojevic The SystemJ approach to system-level design. 149-158 2006 conf/memocode/2006 MEMOCODE https://doi.org/10.1109/MEMCOD.2006.1695918 https://doi.ieeecomputersociety.org/10.1109/MEMCOD.2006.1695918 http://dl.acm.org/citation.cfm?id=2674371 db/conf/memocode/memocode2006.html#GruianRSR06 Zoran A. Salcic Flavius Gruian Partha S. Roop Alif Wahid A Scheduler Support Unit for Reactive Microprocessors. 368-372 2006 conf/rtcsa/2006 RTCSA https://doi.org/10.1109/RTCSA.2006.9 https://doi.ieeecomputersociety.org/10.1109/RTCSA.2006.9 https://www.wikidata.org/entity/Q58800446 db/conf/rtcsa/rtcsa2006.html#SalcicGRW06 Flavius Gruian Zoran A. Salcic Designing a Concurrent Hardware Garbage Collector for Small Embedded Systems. 281-294 2005 conf/aPcsac/2005 Asia-Pacific Computer Systems Architecture Conference https://doi.org/10.1007/11572961_23 https://www.wikidata.org/entity/Q58800498 db/conf/aPcsac/aPcsac2005.html#GruianS05 Flavius Gruian Per Andersson Krzysztof Kuchcinski Martin Schoeberl Automatic generation of application-specific systems based on a micro-programmed Java core. 879-884 2005 conf/sac/2005 SAC https://doi.org/10.1145/1066677.1066877 db/conf/sac/sac2005.html#GruianAKS05 Flavius Gruian Krzysztof Kuchcinski Uncertainty-based scheduling: energy-efficient ordering for tasks with variable execution time. 465-468 2003 conf/islped/2003 ISLPED https://doi.org/10.1145/871506.871621 db/conf/islped/islped2003.html#GruianK03 Flavius Gruian Energy-Centric Scheduling for Real-Time Systems. 2002 Lund University, Sweden http://lup.lub.lu.se/record/27590 http://portal.research.lu.se/ws/files/4831036/1515077.pdf https://www.base-search.net/Record/48e45a3c96b756c20e7c98435f0e32493104060274e2bceeea16eb5fc012661d base-search.net (ftulundlup:oai:lup.lub.lu.se:262fa66d-f491-4304-94bf-f983b3d4868a) Flavius Gruian Krzysztof Kuchcinski LEneS: task scheduling for low-energy systems using variable supply voltage processors. 449-455 2001 conf/aspdac/2001 ASP-DAC https://doi.org/10.1145/370155.370511 db/conf/aspdac/aspdac2001.html#GruianK01 Flavius Gruian Hard real-time scheduling for low-energy using stochastic data and DVS processors. 46-51 2001 conf/islped/2001 ISLPED https://doi.org/10.1145/383082.383092 db/conf/islped/islped2001.html#Gruian01 Radoslaw Szymanek Flavius Gruian Krzysztof Kuchcinski Digital Systems Design Using Constraint Logic Programming. 149-166 2000 PACPL conf/pacpl/2000 db/conf/pacpl/pacpl2000.html#SzymanekGK00 Flavius Gruian System-Level Design Methods for Low-Energy Architectures Containing Variable Voltage Processors. 1-12 2000 conf/pacs/2000 PACS https://doi.org/10.1007/3-540-44572-2_1 db/conf/pacs/pacs2000.html#Gruian00 Flavius Gruian Krzysztof Kuchcinski Low-Energy Directed Architecture Selection and Task Scheduling for System-Level Design. 1296-1302 1999 conf/euromicro/1999 EUROMICRO https://doi.org/10.1109/EURMIC.1999.794484 https://doi.ieeecomputersociety.org/10.1109/EURMIC.1999.794484 db/conf/euromicro/euromicro1999.html#GruianK99 Flavius Gruian Krzysztof Kuchcinski Operation Binding and Scheduling for Low Power Using Constraint Logic Programming. 10083-10090 1998 conf/euromicro/1998 EUROMICRO https://doi.org/10.1109/EURMIC.1998.711781 https://doi.ieeecomputersociety.org/10.1109/EURMIC.1998.711781 db/conf/euromicro/euromicro1998.html#GruianK98 Christoffer Åleskog Hazem Ismail Abdel Aziz AliHazem Ismail Ali Per Andersson Mehmet Ali Arslan Anton Borg Michail Boulasikis Gareth Callanan Mohamed EldefrawyMohamed Hamdy Eldefrawy August Ernstsson Junhe Gan Ricardo Gómez Håkan Grahn Jörn W. Janneck Magnus Jonsson Jörg Keller 0001 Christoph W. Kessler Krzysztof Kuchcinski Harrison Kurunathan Sebastian Litzinger Liang Liu 0002 Yangxurui Liu Jan Madsen Usman Mazhar Mirza Paul Pop Sehrish Qummar Ivan Radojevic Partha S. Roop Andreas RosenbladAndreas Karlsson Zoran A. Salcic Martin Schoeberl Robert-Zoltán Szász Radoslaw Szymanek Alif Wahid Mark Westmijze