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Sungjin Lee

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titleconferencedate
DOGI: Data Placement with Oracle-Guided Insights for Log-Structured SystemsFAST '262026-02-24
Presents DOGI, a data-placement system that combines a hybrid heuristic+ML predictor (hot and frozen filters plus an MLP with six features and 10 outputs) with…
Talk on
MIDAS: Minimizing Write Amplification in Log-Structured Systems through Adaptive Group...22nd USENIX Conference on File and Storage Technologies (FAST '24)2024-02-27
MiDAS minimizes garbage-collection write amplification by organizing data into a chain of adaptive groups, automatically tuning number of groups and group…
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Overcoming the Memory Wall with CXL-Enabled SSDUSENIX ATC '232023-07-10
Study builds a physical memory tracer and a trace-driven simulator to model CXL-enabled SSDs and integrates a DRAM cache, MSHR and several prefetchers to…
Talk
Integrated Host-SSD Mapping Table Management for Improving User Experience of SmartphonesFAST '23: 21st USENIX Conference on File and Storage Technologies2023-02-21
Prototype HPBvalve integrates foreground app-centric caching with dynamic HPB resizing to reduce L2P miss penalties on a Snapdragon 888 dev board (12 GB DRAM…
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DeepSketch: A New Machine Learning-Based Reference Search Technique...FAST '222022-02-22
A machine-learned reference search called DeepSketch extracts binary sketches via a small DNN (three conv + two FC layers) and uses clustering plus transfer…
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Overcoming Capacitance Constraints in SSD (Work-in-Progress Report)FAST '222022-02-22
Proposes a divided-architecture SSD that avoids full capacitor-backed PRP by protecting only 1% of mapping entries and forcing cold mapping pages to land in…
Talk
Modernizing File System through In-Storage Indexing15th USENIX Symposium on Operating Systems Design and Implementation (OSDI '21)2021-07-14
KEVIN replaces the block interface with a host-side lightweight POSIX file system that maps files to inode-based keys (meta keys prefixed m, data keys prefixed…
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PinK: High-speed In-storage Key-value Store with Bounded TailsUSENIX ATC '202020-07-15
PinK implements an LSM-tree KV-SSD that pins the top levels of the tree in DRAM to bound reads to a single flash access, removes Bloom filters to cut CPU work…
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Alleviating Garbage Collection Interference Through Spatial Separation in All Flash ArraysUSENIX ATC '192019-07-10
SWAN partitions an all-flash array into spatial separation front-end SSDs that absorb app writes and back-end SSDs that perform GC, implemented in the host…
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