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• Lesson:rl watchdog a fast and predictable ssd liveness watchdog on storage systems a9a43b61  + (Jin Yong Ha et al., "RL-Watchdog: A Fast and Predictable SSD Liveness Watchdog on Storage Systems", USENIX ATC 2024.)
• Lesson:rl watchdog a fast and predictable ssd liveness watchdog on storage systems a9a43b61  + (Jin Yong Ha et al., "RL-Watchdog: A Fast and Predictable SSD Liveness Watchdog on Storage Systems", USENIX ATC 2024.)
• Lesson:fleetio managing multi tenant cloud storage with multi agent reinforcement learning 714ca9fb  + (Jinghan Sun et al., "FleetIO: Managing Multi-Tenant Cloud Storage with Multi-Agent Reinforcement Learning", ASPLOS 2025.)
• Lesson:fleetio managing multi tenant cloud storage with multi agent reinforcement learning 714ca9fb  + (Jinghan Sun et al., "FleetIO: Managing Multi-Tenant Cloud Storage with Multi-Agent Reinforcement Learning", ASPLOS 2025.)
• Lesson:fast trapless kernel probes everywhere 781e739b  + (Jinghao Jia et al., "Fast (Trapless) Kernel Probes Everywhere", USENIX ATC 2024.)
• Lesson:fast trapless kernel probes everywhere 781e739b  + (Jinghao Jia et al., "Fast (Trapless) Kernel Probes Everywhere", USENIX ATC 2024.)
• Lesson:how to copy memory coordinated asynchronous copy as a first class os service 8e43b859  + (Jingkai He; Yunpeng Dong; Dong Du; Mo Zou; Zhitai Yu; Yuxin Ren; Ning Jia; Yubin Xia; Haibo Chen. How to Copy Memory? Coordinated Asynchronous Copy as a First-Class OS Service. SOSP, 2025.)
• Lesson:how to copy memory coordinated asynchronous copy as a first class os service 8e43b859  + (Jingkai He; Yunpeng Dong; Dong Du; Mo Zou; Zhitai Yu; Yuxin Ren; Ning Jia; Yubin Xia; Haibo Chen. How to Copy Memory? Coordinated Asynchronous Copy as a First-Class OS Service. SOSP, 2025.)
• Lesson:enhancing network i o performance for a virtualized hadoop cluster d869aae7  + (Jinkyu Jeong, Dong Hoon Choi, and Heeseung Jo, "Enhancing Network I/O Performance for a Virtualized Hadoop Cluster," Concurrency and Computation Practice and Experience, vol. 29. no. 8, e3974, April 2017)
• Lesson:enhancing network i o performance for a virtualized hadoop cluster d869aae7  + (Jinkyu Jeong, Dong Hoon Choi, and Heeseung Jo, "Enhancing Network I/O Performance for a Virtualized Hadoop Cluster" Concurrency and Computation Practice and Experience, vol. 29. no. 8, e3974, April 2017)
• Lesson:transparent and selective real time interrupt services for performance improvement 6b173779  + (Jinkyu Jeong, Euiseong Seo, Dongsung Kim, … Jinkyu Jeong, Euiseong Seo, Dongsung Kim, Jin-soo Kim, Joonwon Lee, Yung-Joon Jung, Donghwan Kim, and Kanghee Kim, "Transparent and Selective Real-time Interrupt Services for Performance Improvement," in Proceedings of the 5th IFIP Workshop on Software Technologies for Future Embedded & Ubiquitous Systems (SEUS 2007), Santorini Island, Greece, May, 2007EUS 2007), Santorini Island, Greece, May, 2007)
• Lesson:transparent and selective real time interrupt services for performance improvement 6b173779  + (Jinkyu Jeong, Euiseong Seo, Dongsung Kim, … Jinkyu Jeong, Euiseong Seo, Dongsung Kim, Jin-soo Kim, Joonwon Lee, Yung-Joon Jung, Donghwan Kim, and Kanghee Kim, "Transparent and Selective Real-time Interrupt Services for Performance Improvement" in Proceedings of the 5th IFIP Workshop on Software Technologies for Future Embedded & Ubiquitous Systems (SEUS 2007), Santorini Island, Greece, May, 2007EUS 2007), Santorini Island, Greece, May, 2007)
• Lesson:kal kernel assisted non invasive memory leak tolerance with a general purpose memory allocator 372cd042  + (Jinkyu Jeong, Euiseong Seo, Jeonghwan Choi … Jinkyu Jeong, Euiseong Seo, Jeonghwan Choi, Hwanju Kim, Heeseung Jo, and Joonwon Lee, "KAL: Kernel-assisted Non-invasive Memory Leak Tolerance with a General-purpose Memory Allocator," Software: Practice and Experience, vol. 40, no. 8, pp. 605-625, Jul. 2010ce, vol. 40, no. 8, pp. 605-625, Jul. 2010)
• Lesson:kal kernel assisted non invasive memory leak tolerance with a general purpose memory allocator 372cd042  + (Jinkyu Jeong, Euiseong Seo, Jeonghwan Choi … Jinkyu Jeong, Euiseong Seo, Jeonghwan Choi, Hwanju Kim, Heeseung Jo, and Joonwon Lee, "KAL: Kernel-assisted Non-invasive Memory Leak Tolerance with a General-purpose Memory Allocator" Software: Practice and Experience, vol. 40, no. 8, pp. 605-625, Jul. 2010ce, vol. 40, no. 8, pp. 605-625, Jul. 2010)
• Lesson:memory deduplication in mobile systems 063e8b2e  + (Jinkyu Jeong, Hwanju Kim, Euiseong Seo, Joonwon Lee, "Memory Deduplication in Mobile Systems" ACM SIGOPS Asia-Pacific Workshop on Systems (ApSys 2012), Poster, Seoul, Rep. of Korea, July 2012)
• Lesson:memory deduplication in mobile systems 063e8b2e  + (Jinkyu Jeong, Hwanju Kim, Euiseong Seo, Joonwon Lee, "Memory Deduplication in Mobile Systems," ACM SIGOPS Asia-Pacific Workshop on Systems (ApSys 2012), Poster, Seoul, Rep. of Korea, July 2012)
• Lesson:rigorous rental memory management for embedded systems 5632faf0  + (Jinkyu Jeong, Hwanju Kim, Jeaho Hwang, Joonwon Lee, and Seungryoul Maeng, "Rigorous Rental Memory Management for Embedded Systems" ACM Transactions on Embedded Computing Systems, vol. 12, no. 1, article ID 43, Mar. 2013)
• Lesson:rigorous rental memory management for embedded systems 5632faf0  + (Jinkyu Jeong, Hwanju Kim, Jeaho Hwang, Joonwon Lee, and Seungryoul Maeng, "Rigorous Rental Memory Management for Embedded Systems," ACM Transactions on Embedded Computing Systems, vol. 12, no. 1, article ID 43, Mar. 2013)
• Lesson:daac device reserved memory as an eviction based file cache db4ed198  + (Jinkyu Jeong, Hwanju Kim, Jeaho Hwang, Joo … Jinkyu Jeong, Hwanju Kim, Jeaho Hwang, Joonwon Lee, and Seungryoul Maeng, "DaaC: Device-reserved Memory as an Eviction-based File Cache" the 21st International Conference on Compilers Architecture and Synthesis for Embedded Systems (CASES 2012), Tampere, Finland, October, 2012SES 2012), Tampere, Finland, October, 2012)
• Lesson:daac device reserved memory as an eviction based file cache db4ed198  + (Jinkyu Jeong, Hwanju Kim, Jeaho Hwang, Joo … Jinkyu Jeong, Hwanju Kim, Jeaho Hwang, Joonwon Lee, and Seungryoul Maeng, "DaaC: Device-reserved Memory as an Eviction-based File Cache," the 21th International Conference on Compilers Architecture and Synthesis for Embedded Systems (CASES 2012), Tampere, Finland, October, 2012SES 2012), Tampere, Finland, October, 2012)
• Lesson:transparently exploiting device reserved memory for application performance in mobile systems 43e55454  + (Jinkyu Jeong, Hwanju Kim, and Joonwon Lee, "Transparently Exploiting Device-reserved Memory for Application Performance in Mobile Systems" IEEE Transactions on Mobile Computing, vol. 15, no. 11, pp. 2878-2891, Nov 2016)
• Lesson:transparently exploiting device reserved memory for application performance in mobile systems 43e55454  + (Jinkyu Jeong, Hwanju Kim, and Joonwon Lee, "Transparently Exploiting Device-reserved Memory for Application Performance in Mobile Systems," IEEE Transactions on Mobile Computing, vol. 15, no. 11, pp. 2878-2891, Nov 2016)
• Lesson:cache scheme of shared buffer mappings for energy efficiency of mobile devices 4b6db791  + (Jinkyu Jeong, Joonwon Lee and Euiseong Seo, "Cache Scheme of Shared-Buffer Mappings for Energy-Efficiency of Mobile Devices, IET Electronics Letters, vol. 51, no. 11, pp. 830-832, May 2015)
• Lesson:cache scheme of shared buffer mappings for energy efficiency of mobile devices 4b6db791  + (Jinkyu Jeong, Joonwon Lee and Euiseong Seo, "Cache Scheme of Shared-Buffer Mappings for Energy-Efficiency of Mobile Devices, IET Electronics Letters, vol. 51, no. 11, pp. 830-832, May 2015)
• Lesson:analysis of virtual machine live migration as a method for power capping 71088a92  + (Jinkyu Jeong, Sung-Hun Kim, Hwanju Kim, Joonwon Lee and Euiseong Seo, "Analysis of Virtual Machine Live-Migration as a Method for Power-Capping" Journal of Supercomputing, vol. 66, no. 3, pp. 1629-1655, Dec., 2013)
• Lesson:analysis of virtual machine live migration as a method for power capping 71088a92  + (Jinkyu Jeong, Sung-Hun Kim, Hwanju Kim, Joonwon Lee and Euiseong Seo, "Analysis of Virtual Machine Live-Migration as a Method for Power-Capping," Journal of Supercomputing, vol. 66, no. 3, pp. 1629-1655, Dec., 2013)

• Lesson:tiered memory management beyond hotness 6ad152df  + (Jinshu Liu et al., "Tiered Memory Management Beyond Hotness", OSDI 2025.)
• Lesson:tiered memory management beyond hotness 6ad152df  + (Jinshu Liu et al., "Tiered Memory Management Beyond Hotness", OSDI 2025.)

• Lesson:d2fq device direct fair queueing for nvme ssds 36293af6  + (Jiwon Woo, Minwoo Ahn, Gyusun Lee, and Jinkyu Jeong "D2FQ: Device-Direct Fair Queueing for NVMe SSDs," in Proceedings of 19th USENIX Conference on File and Storage Technologies (FAST'21), Virtual event, Feb 23–25, 2021. slides, video)
• Lesson:d2fq device direct fair queueing for nvme ssds 36293af6  + (Jiwon Woo, Minwoo Ahn, Gyusun Lee, and Jinkyu Jeong "D2FQ: Device-Direct Fair Queueing for NVMe SSDs" in Proceedings of 19th USENIX Conference on File and Storage Technologies (FAST'21), Virtual event, Feb 23–25, 2021.)
• Lesson:vfpio a virtual i o abstraction for fpga accelerated i o devices dcc63d73  + (Jiyang Chen et al., "vFPIO: A Virtual I/O Abstraction for FPGA-accelerated I/O Devices", USENIX ATC 2024.)
• Lesson:vfpio a virtual i o abstraction for fpga accelerated i o devices dcc63d73  + (Jiyang Chen et al., "vFPIO: A Virtual I/O Abstraction for FPGA-accelerated I/O Devices", USENIX ATC 2024.)
• Lesson:ssdstreamer specializing i o stack for large scale machine learning 6b597ff1  + (Jonghyun Bae, Hakbeom Jang, Jeonghun Gong, Wenjing Jin, Shine Kim, Jaeyoung Jang, Tae Jun Ham, Jinkyu Jeong, Jae W. Lee, "SSDStreamer: Specializing I/O Stack for Large-Scale Machine Learning" IEEE Micro, Vol. 39, issue. 5, pp. 73-81, Sep/Oct, 2019.)
• Lesson:ssdstreamer specializing i o stack for large scale machine learning 6b597ff1  + (Jonghyun Bae, Hakbeom Jang, Jeonghun Gong, Wenjing Jin, Shine Kim, Jaeyoung Jang, Tae Jun Ham, Jinkyu Jeong, Jae W. Lee, "SSDStreamer: Specializing I/O Stack for Large-Scale Machine Learning," IEEE Micro, Vol. 39, issue. 5, pp. 73-81, Sep/Oct, 2019.)
• Lesson:z journal scalable per core journaling 2aea3506  + (Jongseok Kim, Cassiano Campes, Jooyoung Hwang, Jinkyu Jeong and Euiseong Seo, "Z-Journal: Scalable Per-Core Journaling" in Proceedings of The 2021 USENIX Annual Technical Conference (ATC'21), Virtual Event, July 2021)
• Lesson:z journal scalable per core journaling 2aea3506  + (Jongseok Kim, Cassiano Campes, Jooyoung Hwang, Jinkyu Jeong and Euiseong Seo, "Z-Journal: Scalable Per-Core Journaling," in Proceedings of The 2021 USENIX Annual Technical Conference (ATC'21), Virtual Event, July 2021)
• Lesson:speculative multi level access in lsm tree based kv store 72e42f29  + (Jongwon Park, Jinkyu Jeong, "Speculative Multi-Level Access in LSM Tree-Based KV Store," Computer Architecture Letters, Vol. 21, Issue 2, pp. 145-148, Nov. 2022, 10.1109/LCA.2022.3219808)
• Lesson:speculative multi level access in lsm tree based kv store 72e42f29  + (Jongwon Park, Jinkyu Jeong, "Speculative Multi-Level Access in LSM Tree-Based KV Store" Computer Architecture Letters, Vol. 21, Issue 2, pp. 145-148, Nov. 2022, 10.1109/LCA.2022.3219808)
• Lesson:gqa training generalized multi query transformer models from multi head checkpoints a6839ee2  + (Joshua Ainslie et al., "GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints", EMNLP 2023.)
• Lesson:gqa training generalized multi query transformer models from multi head checkpoints a6839ee2  + (Joshua Ainslie et al., "GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints", EMNLP 2023.)
• Lesson:antipode enforcing cross service causal consistency in distributed applications c02659b0  + (João Ferreira Loff et al., "Antipode: Enforcing Cross-Service Causal Consistency in Distributed Applications", SOSP 2023.)
• Lesson:antipode enforcing cross service causal consistency in distributed applications c02659b0  + (João Ferreira Loff et al., "Antipode: Enforcing Cross-Service Causal Consistency in Distributed Applications", SOSP 2023.)
• Lesson:exploiting asymmetric cpu performance for fast startup of subsystem in mobile smart devices c00616ec  + (Jun Kim, Joonwon Lee, and Jinkyu Jeong, "Exploiting Asymmetric CPU Performance for Fast Startup of Subsystem in Mobile Smart Devices" IEEE Transactions on Consumer Electronics, vol. 61, no. 1, pp. 103-111, Feb. 2015)
• Lesson:exploiting asymmetric cpu performance for fast startup of subsystem in mobile smart devices c00616ec  + (Jun Kim, Joonwon Lee, and Jinkyu Jeong, "Exploiting Asymmetric CPU Performance for Fast Startup of Subsystem in Mobile Smart Devices," IEEE Transactions on Consumer Electronics, vol. 61, no. 1, pp. 103-111, Feb. 2015)
• Lesson:fifo queues are all you need for cache eviction ebc30306  + (Juncheng Yang et al., "FIFO Queues Are All You Need for Cache Eviction", SOSP 2023.)
• Lesson:memsos os guided selective memory mirroring ac9aab48  + (Junghoon Kim, Jongheon Jeong, Seokwon Moon … Junghoon Kim, Jongheon Jeong, Seokwon Moon, Seong Hoon Seo, Yeonhong Park, Jinkyu Jeong, Nam Sung Kim, Jae W. Lee, "MemSOS: OS-Guided Selective Memory Mirroring" in Proceedings of The 32nd IEEE International Symposium on High Performance Computer Architecture (HPCA), Sat 31 January - Wed 4 February 2026, Sydney, Australiay - Wed 4 February 2026, Sydney, Australia)
• Lesson:memsos os guided selective memory mirroring ac9aab48  + (Junghoon Kim, Jongheon Jeong, Seokwon Moon … Junghoon Kim, Jongheon Jeong, Seokwon Moon, Seong Hoon Seo, Yeonhong Park, Jinkyu Jeong, Nam Sung Kim, Jae W. Lee, "MemSOS: OS-Guided Selective Memory Mirroring," in Proceedings of The 32nd IEEE International Symposium on High Performance Computer Architecture (HPCA), Sat 31 January - Wed 4 February 2026, Sydney, Australiay - Wed 4 February 2026, Sydney, Australia)
• Lesson:how storage i o affects user perceived latency in mobile apps b59ccb75  + (Junghoon Kim, Sangwook Kim, Joonwon Lee and Jinkyu Jeong, "How Storage I/O Affects User-Perceived Latency in Mobile Apps" ACM SIGOPS/EuroSys European Conference on Computer Systems (EuroSys 2015), Poster, Bordeaux, France, April 21-24, 2015.)
• Lesson:how storage i o affects user perceived latency in mobile apps b59ccb75  + (Junghoon Kim, Sangwook Kim, Joonwon Lee and Jinkyu Jeong, "How Storage I/O Affects User-Perceived Latency in Mobile Apps," ACM SIGOPS/EuroSys European Conference on Computer Systems (EuroSys 2015), Poster, Bordeaux, France, April 21-24, 2015.)
• Lesson:a hybrid web browser architecture for mobile devices 0a9118ea  + (Junguk Cho, Euiseong Seo, and Jinkyu Jeong, "A Hybrid Web Browser Architecture for Mobile Devices," Advances in Electrical and Computer Engineering, vol. 14, no. 3, pp. 3-14, Aug. 2014)
• Lesson:a hybrid web browser architecture for mobile devices 0a9118ea  + (Junguk Cho, Euiseong Seo, and Jinkyu Jeong, "A Hybrid Web Browser Architecture for Mobile Devices" Advances in Electrical and Computer Engineering, vol. 14, no. 3, pp. 3-14, Aug. 2014)
• Lesson:twob a two tier web browser architecture optimized for mobile network 1b67a324  + (Junguk Cho, Jinkyu Jeong, and Euiseong Seo … Junguk Cho, Jinkyu Jeong, and Euiseong Seo, "TwoB: A Two-Tier Web Browser Architecture Optimized for Mobile Network," in Proceedings of the 10th International Conference on Advances in Mobile Computing & Multimedia (MoMM 2012), Bali, Indonesia, December, 2012a (MoMM 2012), Bali, Indonesia, December, 2012)