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Reinforcement Learning-Assisted Garbage Collection to Mitigate Long-Tail Latency in SSD
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/11833529_11openalex-snapshot
CATA: A Garbage Collection Scheme for Flash Memory File Systems
inferredcites →https://doi.org/10.1109/icmee.2010.5558538openalex-snapshot
Efficient garbage collection policy and block management method for NAND flash memory
inferredcites →https://doi.org/10.1109/isca.2008.21openalex-snapshot
Self-Optimizing Memory Controllers: A Reinforcement Learning Approach
inferredcites →https://doi.org/10.1109/isscc.2014.6757455openalex-snapshot
19.2 A 93.4mm2 64Gb MLC NAND-flash memory with 16nm CMOS technology
inferredcites →https://doi.org/10.1109/isscc.2017.7870331openalex-snapshot
11.4 A 512Gb 3b/cell 64-stacked WL 3D V-NAND flash memory
inferredcites →https://doi.org/10.1109/jproc.2017.2665781openalex-snapshot
Reviewing the Evolution of the NAND Flash Technology
inferredcites →https://doi.org/10.1109/jproc.2017.2697000openalex-snapshot
Array Architectures for 3-D NAND Flash Memories
inferredcites →https://doi.org/10.1109/msst.2011.5937217openalex-snapshot
WAFTL: A workload adaptive flash translation layer with data partition
inferredcites →https://doi.org/10.1109/rtas.2012.27openalex-snapshot
Real-Time Flash Translation Layer for NAND Flash Memory Storage Systems
inferredcites →https://doi.org/10.1109/simul.2009.17openalex-snapshot
FlashSim: A Simulator for NAND Flash-Based Solid-State Drives
inferredcites →https://doi.org/10.1109/tce.2013.6626235openalex-snapshot
Efficient and intelligent garbage collection policy for NAND flash-based consumer electronics
inferredcites →https://doi.org/10.1109/tmscs.2016.2516015openalex-snapshot
A Real-Time Flash Translation Layer for NAND Flash Memory Storage Systems
inferredcites →https://doi.org/10.1145/1027794.1027801openalex-snapshot
Real-time garbage collection for flash-memory storage systems of real-time embedded systems
inferredcites →https://doi.org/10.1145/1450135.1450141openalex-snapshot
Deterministic service guarantees for nand flash using partial block cleaning
inferredcites →https://doi.org/10.1145/2024724.2024735openalex-snapshot
Deriving a near-optimal power management policy using model-free reinforcement learning and Bayesian classification
inferredcites →https://doi.org/10.1145/2749469.2749473openalex-snapshot
Semantic locality and context-based prefetching using reinforcement learning
inferredcites →https://doi.org/10.1145/2897937.2898018openalex-snapshot
Enabling sub-blocks erase management to boost the performance of 3D NAND flash memory
inferredcites →https://doi.org/10.1145/2968456.2968475openalex-snapshot
How to enable software isolation and boost system performance with sub-block erase over 3D flash memory
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Pgc: An Efficient Parallel Garbage Collection Scheme Based on Hot and Cold Data Separation
inferred← citeshttps://doi.org/10.1002/int.22286openalex-snapshot
Machine learning assisted OSP approach for improved QoS performance on 3D charge‐trap based SSDs
inferred← citeshttps://doi.org/10.1007/978-3-030-62463-7_9openalex-snapshot
Machine Learning Assisted OSP Approach for Improved QoS Performance on 3D Charge-Trap Based SSDs
inferred← citeshttps://doi.org/10.1007/s11227-025-08020-0openalex-snapshot
MQSimNet: an open-source simulator for next-generation network-based SSDs
inferred← citeshttps://doi.org/10.1007/s42514-022-00101-3openalex-snapshot
A survey on AI for storage
inferred← citeshttps://doi.org/10.1016/j.future.2026.108633openalex-snapshot
Design and implementation of a fast and predictable SSD liveness watchdog for storage systems
inferred← citeshttps://doi.org/10.1016/j.knosys.2025.115013openalex-snapshot
iGC: Reinforcement learning-guided intelligent garbage collection strategy for multi-tenant SSDs
inferred← citeshttps://doi.org/10.1016/j.sysarc.2019.02.007openalex-snapshot
Reinforcement learning-driven address mapping and caching for flash-based remote sensing image processing
inferred← citeshttps://doi.org/10.1016/j.sysarc.2022.102718openalex-snapshot
FastCache: A write-optimized edge storage system via concurrent merging cache for IoT applications
inferred← citeshttps://doi.org/10.1109/access.2023.3244388openalex-snapshot
A Configurable Model-Based Reinforcement Learning Framework for Disaggregated Storage Systems
inferred← citeshttps://doi.org/10.1109/dac.2018.8465934openalex-snapshot
Dynamic Management of Key States for Reinforcement Learning-assisted Garbage Collection to Reduce Long Tail Latency in SSD
inferred← citeshttps://doi.org/10.1109/dac18074.2021.9586084openalex-snapshot
Reinforcement Learning-Assisted Cache Cleaning to Mitigate Long-Tail Latency in DM-SMR
inferred← citeshttps://doi.org/10.1109/dac56929.2023.10247718openalex-snapshot
Fair Will Go On: A Collaboration-Aware Fairness Scheme for NVMe SSD in Cloud Storage System
inferred← citeshttps://doi.org/10.1109/hpcc-dss-smartcity-dependsys57074.2022.00037openalex-snapshot
SWin: A Set-Window Division Mechanism to Alleviate I/O Jitters of NVMe SSD Drives
inferred← citeshttps://doi.org/10.1109/hpcc-dss-smartcity-dependsys57074.2022.00196openalex-snapshot
Delaying Large Write Requests to Trade off I/O Performance and Long-tail Latency in SSDs
inferred← citeshttps://doi.org/10.1109/hpcc67675.2025.00022openalex-snapshot
SmartGC: Enhancing SSD Performance and Lifespan Through Intelligent Garbage Collection
inferred← citeshttps://doi.org/10.1109/icess.2019.8782508openalex-snapshot
Reinforcement Learning based Background Segment Cleaning for Log-structured File System on Mobile Devices
inferred← citeshttps://doi.org/10.1109/ipdps47924.2020.00103openalex-snapshot
SSDKeeper: Self-Adapting Channel Allocation to Improve the Performance of SSD Devices
inferred← citeshttps://doi.org/10.1109/is3c57901.2023.00046openalex-snapshot
Short-Term and Long-Term Idle Time Detectors for Reducing Long-Tail Latency in Solid-State Drives
inferred← citeshttps://doi.org/10.1109/itc-cscc.2019.8793432openalex-snapshot
DStream: Dynamic Memory Resizing for Multi-Streamed SSDs
inferred← citeshttps://doi.org/10.1109/mitp.2021.3106173openalex-snapshot
A Supervised-Learning-Based Garbage Collection in Solid-State Drives (SSDs)
inferred← citeshttps://doi.org/10.1109/tc.2019.2938956openalex-snapshot
Maximizing I/O Throughput and Minimizing Performance Variation via Reinforcement Learning Based I/O Merging for SSDs
inferred← citeshttps://doi.org/10.1109/tc.2021.3116862openalex-snapshot
Enabling the Duo-phase Data Management to Realize Longevity Bit-alterable Flash Memory
inferred← citeshttps://doi.org/10.1109/tcad.2019.2962781openalex-snapshot
$Q$ -Value Prediction for Reinforcement Learning Assisted Garbage Collection to Reduce Long Tail Latency in SSD
inferred← citeshttps://doi.org/10.1109/tcad.2021.3056374openalex-snapshot
Self-Adapting Channel Allocation for Multiple Tenants Sharing SSD Devices
inferred← citeshttps://doi.org/10.1109/tcad.2021.3091957openalex-snapshot
PVSensing: A Process-Variation-Aware Space Allocation Strategy for 3D NAND Flash Memory
inferred← citeshttps://doi.org/10.1109/tcad.2022.3214679openalex-snapshot
Cocktail: Mixing Data With Different Characteristics to Reduce Read Reclaims for nand Flash Memory
inferred← citeshttps://doi.org/10.1109/tcad.2022.3222670openalex-snapshot
A Multiagent Reinforcement Learning-Assisted Cache Cleaning Scheme for DM-SMR
inferred← citeshttps://doi.org/10.1109/tcad.2023.3281517openalex-snapshot
PcGC: A Parity-Check Garbage Collection for Boosting 3-D NAND Flash Performance
inferred← citeshttps://doi.org/10.1109/tcad.2024.3412970openalex-snapshot
CoFS: A Collaboration-Aware Fairness Scheme for NVMe SSD in Cloud Storage System
inferred← citeshttps://doi.org/10.1109/tcad.2024.3435681openalex-snapshot
RDA: A Read-Request Driven Adaptive Allocation Scheme for Improving SSD Performance
inferred← citeshttps://doi.org/10.1109/tcad.2024.3444718openalex-snapshot
Page Type-Aware Full-Sequence Program Scheduling via Reinforcement Learning in High Density SSDs
inferred← citeshttps://doi.org/10.1109/tcad.2025.3586891openalex-snapshot
Shiro: Efficient and Accurate In-Storage Data Lifetime Separation for nand Flash SSDs
inferred← citeshttps://doi.org/10.1109/tce.2023.3264217openalex-snapshot
CRFTL: Cache Reallocation-Based Page-Level Flash Translation Layer for Smartphones
inferred← citeshttps://doi.org/10.1145/3315573.3329983openalex-snapshot
Learning when to garbage collect with random forests
inferred← citeshttps://doi.org/10.1145/3460433openalex-snapshot
Low I/O Intensity-aware Partial GC Scheduling to Reduce Long-tail Latency in SSDs
inferred← citeshttps://doi.org/10.1145/3494523openalex-snapshot
A Survey of Machine Learning for Computer Architecture and Systems
inferred← citeshttps://doi.org/10.1145/3538643.3539750openalex-snapshot
Wear leveling in SSDs considered harmful
inferred← citeshttps://doi.org/10.1145/3561301openalex-snapshot
A Write-Related and Read-Related DRAM Allocation Strategy Inside Solid-State Drives (SSDs)
inferred← citeshttps://doi.org/10.1145/3579370.3594774openalex-snapshot
BOOSTER: Rethinking the erase operation of low-latency SSDs to achieve high throughput and less long latency
inferred← citeshttps://doi.org/10.1145/3589610.3596274openalex-snapshot
Rep-RAID: An Integrated Approach to Optimizing Data Replication and Garbage Collection in RAID-Enabled SSDs
inferred← citeshttps://doi.org/10.1145/3620666.3651341openalex-snapshot
AERO: Adaptive Erase Operation for Improving Lifetime and Performance of Modern NAND Flash-Based SSDs
inferred← citeshttps://doi.org/10.1145/3639826openalex-snapshot
Polling Sanitization to Balance I/O Latency and Data Security of High-density SSDs
inferred← citeshttps://doi.org/10.1145/3652892.3700775openalex-snapshot
Targeting Tail Latency in Replicated Systems with Proactive Rejection
inferred← citeshttps://doi.org/10.1145/3695053.3731116openalex-snapshot
REIS: A High-Performance and Energy-Efficient Retrieval System with In-Storage Processing
inferred← citeshttps://doi.org/10.1145/3695871openalex-snapshot
A Stable Idle Time Detection Platform for Real I/O Workloads
inferred← citeshttps://doi.org/10.1145/3715331openalex-snapshot
ZonesDB: Building Write-Optimized and Space-Adaptive Key-Value Store on Zoned Storage with Fragmented LSM Tree
inferred← citeshttps://doi.org/10.1145/3762154openalex-snapshot
Large or Small: Harnessing the Erase Duality of Emerging Bit-Alterable NAND Flash to Suppress Tail Latency
inferred← citeshttps://doi.org/10.1145/3816041openalex-snapshot
Garbage Collection Techniques in Solid-State Drives (SSDs)
inferred← citeshttps://doi.org/10.14778/3749646.3749694openalex-snapshot
SSD-iq: Uncovering the Hidden Side of SSD Performance
inferred← citeshttps://doi.org/10.1631/eng.itee.2025.0152openalex-snapshot
GC Bypass: Decoupling GC from the Flash Translation Layer to Eliminate GC-Induced Long-Tail Latency Inside SSD
inferred← citeshttps://doi.org/10.1631/fitee.2200317openalex-snapshot
A survey on design and application of open-channel solid-state drives
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CoupledCB: Eliminating Wasted Pages in Copyback-based Garbage Collection for SSDs
inferred← citeshttps://doi.org/10.3390/computers13110284openalex-snapshot
Sequentialized Virtual File System: A Virtual File System Enabling Address Sequentialization for Flash-Based Solid State Drives
inferred← citeshttps://doi.org/10.3390/electronics10040486openalex-snapshot
High-Performance Multi-Stream Management for SSDs
inferred← citeshttps://doi.org/10.3390/electronics14040738openalex-snapshot
REO: Revisiting Erase Operation for Improving Lifetime and Performance of Modern NAND Flash-Based SSDs
inferred← citeshttps://doi.org/10.3390/electronics14091873openalex-snapshot
Exploiting Data Duplication to Reduce Data Migration in Garbage Collection Inside SSD
inferred← citeshttps://doi.org/10.3390/electronics14214169openalex-snapshot
Wear Leveling in SSDs Considered Harmful: A Case for Capacity Variance
inferred← citeshttps://doi.org/10.3390/electronics14234741openalex-snapshot
Adaptive Channel-Aware Garbage Collection Control for Multi-Channel SSDs
inferred← citeshttps://doi.org/10.3390/electronics9122158openalex-snapshot
Q-Selector-Based Prefetching Method for DRAM/NVM Hybrid Main Memory System
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