数据源: CCF 2026 第七版推荐目录 → 体系结构/并行与分布计算/存储系统 A 类 10 个会议
检索方式: 自建 CCF API 关键词搜索 + 6800 篇标题 LLM 人工扫描 + 多角度补搜 + 人工审查剔除
结果: 核心 100 篇 + 边界 8 篇，每篇附完整标题与 DOI 直链
目录
一、硬件错误分析
分析软错误 / 瞬态故障 / 永久故障对硬件电路和微架构的影响
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| ISCA | 2021 | Demystifying the System Vulnerability Stack: Transient Fault Effects Across the Layers | DOI |
| ISCA | 2021 | Failure Sentinels: Ubiquitous Just-in-time Intermittent Computation via Low-cost Hardware Support for Voltage Monitoring. | DOI |
| ISCA | 2024 | Harpocrates: Breaking the Silence of CPU Faults through Hardware-in-the-Loop Program Generation. | DOI |
| MICRO | 2021 | ExHero: Execution History-Aware Error-Rate Estimation in Pipelined Designs. | DOI |
| MICRO | 2021 | HARP: Practically and Effectively Identifying Uncorrectable Errors in Memory Chips That Use On-Die Error-Correcting Codes. | DOI |
| MICRO | 2021 | Characterizing and Mitigating Soft Errors in GPU DRAM | DOI |
| MICRO | 2022 | RemembERR: Leveraging Microprocessor Errata for Design Testing and Validation. | DOI |
| MICRO | 2022 | Characterizing and Mitigating Soft Errors in GPU DRAM | DOI |
| MICRO | 2023 | Impact of Voltage Scaling on Soft Errors Susceptibility of Multicore Server CPUs | DOI |
| MICRO | 2023 | Predicting Future-System Reliability with a Component-Level DRAM Fault Model | DOI |
| MICRO | 2025 | DRAM Fault Classification through Large-Scale Field Monitoring for Robust Memory RAS Management. | DOI |
| MICRO | 2025 | Swift and Trustworthy Large-Scale GPU Simulation with Fine-Grained Error Modeling and Hierarchical Clustering. | DOI |
| MICRO | 2024 | DelayAVF: Calculating Architectural Vulnerability Factors for Delay Faults. | DOI |
| HPCA | 2021 | Operating Liquid-Cooled Large-Scale Systems: Long-Term Monitoring, Reliability Analysis, and Efficiency Measures. | DOI |
| ISCA | 2021 | Dv: Improving DRAM Reliability and Performance On-Demand via Coherent Replication. | DOI |
| HPCA | 2023 | A Systematic Study of DDR4 DRAM Faults in the Field | DOI |
| HPCA | 2023 | AVGI: Microarchitecture-Driven, Fast and Accurate Vulnerability Assessment. | DOI |
| HPCA | 2025 | Veritas - Demystifying Silent Data Corruptions: μArch-Level Modeling and Fleet Data of Modern x86 CPUs. | DOI |
| HPCA | 2025 | Variable Read Disturbance: An Experimental Analysis of Temporal Variation in DRAM Read Disturbance. | DOI |
| ASPLOS | 2024 | Dr. DNA: Combating Silent Data Corruptions in Deep Learning using Distribution of Neuron Activations. | DOI |
| ASPLOS | 2024 | MulBERRY: Enabling Bit-Error Robustness for Energy-Efficient Multi-Agent Autonomous Systems. | DOI |
| ASPLOS | 2024 | Proactive Runtime Detection of Aging-Related Silent Data Corruptions: A Bottom-Up Approach. | DOI |
| ASPLOS | 2025 | Hardware Sentinel: Protecting Software Applications from Hardware Silent Data Corruptions. | DOI |
| SC | 2022 | From Correctable Memory Errors to Uncorrectable Memory Errors: What Error Bits Tell. | DOI |
| SC | 2023 | Understanding the Effects of Permanent Faults in GPU’s Parallelism Management and Control Units. | DOI |
| SC | 2023 | Demystifying Cross-Layer Deficiencies of Soft Error Protection | DOI |
| SC | 2025 | Story of Two GPUs: Characterizing the Resilience of Hopper H100 and Ampere A100 GPUs. | DOI |
| DAC | 2024 | How accurately can soft error impact be estimated in black-box/white-box cases? - a case study with an edge AI SoC -. | DOI |
| DAC | 2024 | Graph Learning-based Fault Criticality Analysis for Enhancing Functional Safety of E/E Systems. | DOI |
二、容错技术
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| ISCA | 2024 | On Error Correction for Nonvolatile Processing-In-Memory | DOI |
| MICRO | 2021 | Turnpike: Lightweight Soft Error Resilience for In-Order Cores. | DOI |
| MICRO | 2022 | Featherweight Soft Error Resilience for GPUs | DOI |
| MICRO | 2022 | Revisiting Residue Codes for Modern Memories. | DOI |
| MICRO | 2025 | Optimizing All-to-All Collective Communication with Fault Tolerance on Torus Networks. | DOI |
| HPCA | 2021 | ParaDox: Eliminating Voltage Margins via Heterogeneous Fault Tolerance. | DOI |
| HPCA | 2021 | CARE: Coordinated Augmentation for Elastic Resilience on DRAM Errors in Data Centers. | DOI |
| HPCA | 2022 | Reliability-Aware Runahead | DOI |
| HPCA | 2023 | Realizing Extreme Endurance Through Fault-aware Wear Leveling and Improved Tolerance. | DOI |
| HPCA | 2024 | Gem5-MARVEL: Microarchitecture-Level Resilience Analysis of Heterogeneous SoC Architectures. | DOI |
| HPCA | 2025 | ER-DCIM: Error-Resilient Digital CIM Architecture with Run-Time MAC-Cell Error Correction | DOI |
| HPCA | 2025 | Revisiting Reliability in Large-Scale Machine Learning Research Clusters. | DOI |
| ASPLOS | 2024 | TAROT: A CXL SmartNIC-Based Defense Against Multi-bit Errors by Row-Hammer Attacks. | DOI |
| ASPLOS | 2024 | Lightweight Fault Isolation: Practical, Efficient, and Secure Software Sandboxing. | DOI |
| ASPLOS | 2025 | MoC-System: Efficient Fault Tolerance for Sparse Mixture-of-Experts Model Training. | DOI |
| ASPLOS | 2025 | Fault Escaping: Improving Robustness of DPU Enhanced Platform with Mutual Assisted VM Recovery. | DOI |
| ASPLOS | 2025 | PCcheck: Persistent Concurrent Checkpointing for ML. | DOI |
| ASPLOS | 2025 | Robustness Verification for Checking Crash Consistency of Non-volatile Memory. | DOI |
| SC | 2021 | Arithmetic-intensity-guided fault tolerance for neural network inference on GPUs. | DOI |
| SC | 2023 | Dynamic Selective Protection of Sparse Iterative Solvers via ML Prediction of Soft Error Impacts. | DOI |
| SC | 2023 | Structural Coding: A Low-Cost Scheme to Protect CNNs from Large-Granularity Memory Faults. | DOI |
| SC | 2023 | Unity ECC: Unified Memory Protection Against Bit and Chip Errors. | DOI |
| SC | 2024 | Versatile Datapath Soft Error Detection on the Cheap for HPC Applications. | DOI |
| SC | 2024 | Achieving High-Performance Fault-Tolerant Routing in HyperX Interconnection Networks. | DOI |
| SC | 2025 | FT-Transformer: Fault Tolerant Transformer with ABFT Attention | DOI |
| SC | 2025 | Demystifying the Resilience of Large Language Model Inference: An End-to-End Perspective. | DOI |
| DAC | 2021 | Fault-free: Fault-resilient DNN Accelerator on ReRAM | DOI |
| DAC | 2021 | BayesFT: Bayesian Optimization for Fault Tolerant Neural Network Architecture. | DOI |
| DAC | 2021 | Analyzing and Improving Fault Tolerance of Learning-Based Navigation Systems. | DOI |
| DAC | 2021 | Low-Cost FT Enhancement for Emerging Memories-Based DNN | DOI |
| DAC | 2023 | HBP: Hierarchically Balanced Pruning and Accelerator Co-Design for Efficient DNN Inference. | DOI |
| DAC | 2022 | SoftSNN: low-cost fault tolerance for spiking neural network accelerators under soft errors. | DOI |
| DAC | 2022 | Winograd convolution: a perspective from fault tolerance | DOI |
| DAC | 2022 | SEM-latch: Low-Cost Latch for Mitigating Soft Errors in CMOS | DOI |
| DAC | 2023 | STRIVE: Enabling Choke Point Detection and Timing Error Resilience in a Low-Power Tensor Processing Unit. | DOI |
| DAC | 2023 | UpTime: Towards Flow-based In-Memory Computing with High Fault-Tolerance. | DOI |
| DAC | 2023 | TFix: Exploiting the Natural Redundancy of Ternary Neural Networks for Fault Tolerant In-Memory Vector Matrix Multiplication. | DOI |
| DAC | 2023 | BERRY: Bit Error Robustness for Energy-Efficient Reinforcement Learning-Based Autonomous Systems. | DOI |
| DAC | 2023 | RQ-DNN: Reliable Quantization for Fault-tolerant Deep Neural Networks. | DOI |
| DAC | 2024 | Maintaining Sanity: Algorithm-based Comprehensive Fault Tolerance for CNNs. | DOI |
| DAC | 2024 | MENDNet: Just-in-time Fault Detection and Mitigation in AI Systems with Uncertainty Quantification and Multi-Exit Networks. | DOI |
| DAC | 2024 | Cross-Layer Reliability Evaluation and Efficient Hardening of Large Vision Transformers Models. | DOI |
| DAC | 2025 | ReaLM: Reliable and Efficient Large Language Model Inference with Statistical Algorithm-Based Fault Tolerance. | DOI |
| DAC | 2025 | PoP-ECC: Error Correction against Multi-Bit Upsets in DNN Accel | DOI |
| DAC | 2025 | CXL-ECC: ECC for CXL DRAM Error Correction | DOI |
| DAC | 2025 | EPIC: Error PredIction and Correction for Power-Efficient Voltage Underscaling Multiply-Accumulate Unit. | DOI |
| PPoPP | 2025 | TurboFFT: Co-Designed High-Performance and Fault-Tolerant Fast Fourier Transform on GPUs. | DOI |
| PPoPP | 2025 | ATTNChecker: Highly-Optimized Fault Tolerant Attention for Large Language Model Training. | DOI |
| HPDC | 2025 | FT2: First-Token-Inspired Online Fault Tolerance on Critical Layers for Generative Large Language Models. | DOI |
| HPDC | 2024 | RL-based Adaptive Mitigation of Uncorrected DRAM Errors | DOI |
| HPDC | 2023 | FT-GEMM: Fault Tolerant GEMM on x86 CPUs | DOI |
| HPDC | 2022 | Automated Pipeline for Advanced FT in Edge Computing | DOI |
| EuroSys | 2024 | Just-In-Time Checkpointing: Low Cost Error Recovery from Deep Learning Training Failures. | DOI |
| EuroSys | 2024 | SplitFT: Fault Tolerance for Disaggregated Datacenters via Remote Memory Logging. | DOI |
| EuroSys | 2025 | Achilles: Efficient TEE-Assisted BFT Consensus via Rollback Resilient Recovery. | DOI |
三、软件级错误分析
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| PPoPP | 2021 | Understanding a program’s resiliency through error propagation | DOI |
| SC | 2021 | PEPPA-X: finding program test inputs to bound silent data corruption vulnerability in HPC applications. | DOI |
| SC | 2021 | G-SEPM: Soft Error Prediction Model for GPGPUs | DOI |
| SC | 2022 | Mitigating SDCs in HPC across Multiple Program Inputs | DOI |
| SC | 2023 | Recovering Detectable Uncorrectable Errors via Spatial Data Prediction | DOI |
| SC | 2025 | Reproducible Performance Evaluation of OpenMP and SYCL Workloads under Noise Injection. | DOI |
| SC | 2025 | Compression Error Sensitivity Analysis for Different Experts in MoE Model Inference. | DOI |
| DAC | 2023 | SEPE-SQED: Symbolic Quick Error Detection | DOI |
| EuroSys | 2023 | An Empirical Study of Resource-Stressing Faults in Edge-Computing Applications. | DOI |
| EuroSys | 2023 | Causal fault localisation in dataflow systems | DOI |
四、故障注入攻击
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| MICRO | 2021 | ESCALATE: Boosting the Efficiency of Sparse CNN Accelerator with Kernel Decomposition. | DOI |
| ISCA | 2023 | RowPress: Amplifying Read Disturbance in Modern DRAM Chips. | DOI |
| ISCA | 2024 | PrIDE: Achieving Secure Rowhammer Mitigation with Low-Cost In-DRAM Trackers. | DOI |
| ISCA | 2025 | DREAM: Enabling Low-Overhead Rowhammer Mitigation via Directed Refresh Management. | DOI |
| ISCA | 2025 | MoPAC: Efficiently Mitigating Rowhammer with Probabilistic Activation Counting. | DOI |
| ISCA | 2025 | PuDHammer: Experimental Analysis of Read Disturbance Effects of Processing-using-DRAM in Real DRAM Chips. | DOI |
| HPCA | 2023 | Multi-Granularity Shadow Paging with NVM Write Optimization for Crash-Consistent Memory-Mapped I/O. | DOI |
| HPCA | 2024 | CoMeT: Count-Min-Sketch-based Row Tracking to Mitigate RowHammer at Low Cost. | DOI |
| HPCA | 2025 | Chronus: Understanding and Securing the Cutting-Edge Industry Solutions to DRAM Read Disturbance. | DOI |
| DAC | 2021 | DeepStrike: Remotely-Guided Fault Injection Attacks on DNN Accelerator in Cloud-FPGA. | DOI |
| DAC | 2021 | Rewrite to Reinforce: Binary Countermeasures against Fault Injection | DOI |
| DAC | 2021 | SACReD: An Attack Framework on SAC Resistant Delay-PUFs leveraging Bias and Reliability Factors. | DOI |
| DAC | 2023 | NNTesting: Neural Network Fault Attacks Detection Using Gradient-Based Test Vector Generation. | DOI |
| DAC | 2023 | ExploreFault: Identifying Exploitable Fault Models in Block Ciphers with Reinforcement Learning. | DOI |
| DAC | 2023 | Stalker: A Framework to Analyze Fragility of Cryptographic Libraries under Hardware Fault Models. | DOI |
| DAC | 2023 | Pre-silicon Side Channel and Fault Analysis | DOI |
| DAC | 2023 | VideoFlip: Adversarial Bit Flips for Reducing Video Service Quality. | DOI |
| DAC | 2024 | CDS: An Anti-Aging Calibratable Digital Sensor for Detecting Multiple Types of Fault Injection Attacks. | DOI |
| DAC | 2024 | Plug Your Volt: Protecting Intel Processors against Dynamic Voltage Frequency Scaling based Fault Attacks. | DOI |
五、故障注入工具/框架
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| DAC | 2023 | Fault Injection in Native Logic-in-Memory Computation on Neuromorphic Hardware. | DOI |
| DAC | 2025 | GraphFI: An Efficient Fault Injection Framework for Graph Processing on GPGPUs. | DOI |
| DAC | 2025 | EPIC: Error PredIction and Correction for Power-Efficient Voltage Underscaling Multiply-Accumulate Unit. | DOI |
| DAC | 2025 | MEEK: Re-thinking Heterogeneous Parallel Error Detection Architecture for Real-World OoO Superscalar Processors. | DOI |
| DAC | 2025 | FlexStep: Enabling Flexible Error Detection in Multi/Many-core Real-time Systems. | DOI |
| DAC | 2025 | FT-MUX: Fault-Tolerant Microfluidic Multiplexer Design | DOI |
六、存储/内存可靠性
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| ISCA | 2021 | CryoGuard: A Near Refresh-Free Robust DRAM Design for Cryogenic Computing. | DOI |
| ISCA | 2023 | On Endurance of Processing in (Nonvolatile) Memory | DOI |
| DAC | 2021 | Efficient ECC Mechanism for Memristive PIM | DOI |
| FAST | 2025 | AWUPF Rediscovered: Atomic Writes to Unleash Pivotal Fault-Tolerance in SSDs. | DOI |
| EuroSys | 2021 | Understanding and dealing with hard faults in persistent memory systems. | DOI |
七、边界论文（系统级）
与体系结构错误注入有距离，视研究需要决定是否纳入
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| EuroSys | 2024 | Dashing and Star: Byzantine Fault Tolerance with Weak Certificates | DOI |
| PPoPP | 2024 | OsirisBFT: Say No to Task Replication for Scalable Byzantine Fault Tolerant Analytics. | DOI |
| EuroSys | 2024 | SplitFT: Fault Tolerance for Disaggregated Datacenters via Remote Memory Logging. | DOI |
| HPDC | 2022 | Heterogeneous Systems Resilience: From Research to Industry Standards. | DOI |
| HPDC | 2024 | RL-based Adaptive Mitigation of Uncorrected DRAM Errors | DOI |
| HPDC | 2023 | FT-GEMM: Fault Tolerant GEMM on x86 CPUs | DOI |
| HPDC | 2022 | Automated Pipeline for Advanced FT in Edge Computing | DOI |
| SC | 2024 | Fault-Tolerant Deep Learning Cache with Hash Ring for Load Balancing in HPC Systems. | DOI |
八、专题：Fault Space 缩减
从 100 篇中筛选出涉及故障空间缩减的论文（~25 篇）
脆弱性驱动剪枝
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| ISCA | 2021 | Demystifying the System Vulnerability Stack | DOI |
| MICRO | 2024 | DelayAVF: Calculating Architectural Vulnerability Factors for Delay Faults. | DOI |
| SC | 2021 | PEPPA-X: finding program test inputs to bound silent data corruption vulnerability in HPC applications. | DOI |
| PPoPP | 2021 | Understanding a program’s resiliency through error propagation | DOI |
| DAC | 2024 | Graph Learning-based Fault Criticality Analysis | DOI |
| HPCA | 2023 | AVGI: Microarchitecture-Driven, Fast and Accurate Vulnerability Assessment. | DOI |
统计采样与故障分类
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| MICRO | 2025 | DRAM Fault Classification through Large-Scale Field Monitoring for Robust Memory RAS Management. | DOI |
| SC | 2021 | G-SEPM: building an accurate and efficient soft error prediction model for GPGPUs. | DOI |
| MICRO | 2025 | Swift and Trustworthy GPU Simulation | DOI |
| HPCA | 2023 | A Systematic Study of DDR4 DRAM Faults in the Field. | DOI |
| HPCA | 2025 | Veritas - Demystifying Silent Data Corruptions: μArch-Level Modeling and Fleet Data of Modern x86 CPUs. | DOI |
选择性保护
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| SC | 2023 | Dynamic Selective Protection of Sparse Iterative Solvers via ML Prediction of Soft Error Impacts. | DOI |
| PPoPP | 2022 | Hardening selective protection across multiple program inputs for HPC applications. | DOI |
| HPCA | 2021 | CARE: Coordinated Augmentation for Elastic Resilience on DRAM Errors in Data Centers. | DOI |
| DAC | 2023 | STRIVE: Enabling Choke Point Detection and Timing Error Resilience in a Low-Power Tensor Processing Unit. | DOI |
| DAC | 2025 | EPIC: Error PredIction and Correction for Power-Efficient Voltage Underscaling Multiply-Accumulate Unit. | DOI |
故障模拟加速
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| DAC | 2025 | EPIC: Error PredIction and Correction for Power-Efficient Voltage Underscaling Multiply-Accumulate Unit. | DOI |
| DAC | 2025 | GraphFI: An Efficient Fault Injection Framework for Graph Processing on GPGPUs. | DOI |
| DAC | 2023 | Fault Injection in Native Logic-in-Memory | DOI |
| MICRO | 2021 | ExHero: Execution History-Aware Error-Rate Estimation in Pipelined Designs. | DOI |
安全向故障模型缩减
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| DAC | 2023 | ExploreFault: Identifying Exploitable Fault Models in Block Ciphers with Reinforcement Learning. | DOI |
| DAC | 2023 | Stalker: A Framework to Analyze Fragility of Cryptographic Libraries under Hardware Fault Models. | DOI |
| EuroSys | 2023 | Causal fault localisation in dataflow systems. | DOI |
九、专题：故障注入加速
从 100 篇中筛选出涉及加速的论文（~35 篇）
硬件加速 FI
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| DAC | 2025 | GraphFI: An Efficient Fault Injection Framework for Graph Processing on GPGPUs. | DOI |
| DAC | 2025 | EPIC: Error PredIction and Correction for Power-Efficient Voltage Underscaling Multiply-Accumulate Unit. | DOI |
| DAC | 2023 | Fault Injection in Native Logic-in-Memory | DOI |
| DAC | 2021 | DeepStrike: Remotely-Guided Fault Injection Attacks on DNN Accelerator in Cloud-FPGA. | DOI |
轻量级方法
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| MICRO | 2021 | Turnpike: Lightweight Soft Error Resilience for In-Order Cores. | DOI |
| MICRO | 2022 | Featherweight Soft Error Resilience for GPUs. | DOI |
| ASPLOS | 2024 | Lightweight Fault Isolation: Practical, Efficient, and Secure Software Sandboxing. | DOI |
| SC | 2024 | Versatile Datapath Soft Error Detection on the Cheap for HPC Applications. | DOI |
| SC | 2023 | Structural Coding: A Low-Cost Scheme to Protect CNNs from Large-Granularity Memory Faults. | DOI |
| DAC | 2022 | SoftSNN: low-cost fault tolerance for spiking neural network accelerators under soft errors. | DOI |
| DAC | 2022 | SEM-latch: a lost-cost and high-performance latch design for mitigating soft errors in nanoscale CMOS process. | DOI |
| HPCA | 2021 | ParaDox: Eliminating Voltage Margins via Heterogeneous Fault Tolerance. | DOI |
统计/ML 预测加速
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| SC | 2021 | G-SEPM: building an accurate and efficient soft error prediction model for GPGPUs. | DOI |
| SC | 2023 | Dynamic Selective Protection of Sparse Iterative Solvers via ML Prediction of Soft Error Impacts. | DOI |
| MICRO | 2025 | DRAM Fault Classification through Large-Scale Field Monitoring for Robust Memory RAS Management. | DOI |
| MICRO | 2025 | Swift GPU Simulation | DOI |
| MICRO | 2024 | DelayAVF: Calculating Architectural Vulnerability Factors for Delay Faults. | DOI |
| MICRO | 2021 | ExHero: Execution History-Aware Error-Rate Estimation in Pipelined Designs. | DOI |
| DAC | 2024 | Graph Fault Criticality | DOI |
| DAC | 2025 | EPIC: Error PredIction and Correction for Power-Efficient Voltage Underscaling Multiply-Accumulate Unit. | DOI |
| SC | 2021 | PEPPA-X: finding program test inputs to bound silent data corruption vulnerability in HPC applications. | DOI |
| HPCA | 2021 | CARE: Coordinated Augmentation for Elastic Resilience on DRAM Errors in Data Centers. | DOI |
并行错误检测
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| DAC | 2025 | MEEK: Re-thinking Heterogeneous Parallel Error Detection Architecture for Real-World OoO Superscalar Processors. | DOI |
| DAC | 2025 | FlexStep: Enabling Flexible Error Detection in Multi/Many-core Real-time Systems. | DOI |
| DAC | 2023 | SEPE-SQED | DOI |
快速容错恢复
| 会议 | 年份 | 论文 | 链接 |
|---|---|---|---|
| PPoPP | 2025 | TurboFFT: Co-Designed High-Performance and Fault-Tolerant Fast Fourier Transform on GPUs. | DOI |
| PPoPP | 2025 | ATTNChecker: Highly-Optimized Fault Tolerant Attention for Large Language Model Training. | DOI |
| HPDC | 2025 | FT2: First-Token-Inspired Online Fault Tolerance on Critical Layers for Generative Large Language Models. | DOI |
| SC | 2021 | Arithmetic-intensity-guided FT | DOI |
| EuroSys | 2024 | Just-In-Time Checkpointing: Low Cost Error Recovery from Deep Learning Training Failures. | DOI |
| ASPLOS | 2025 | PCcheck: Persistent Concurrent Checkpointing for ML. | DOI |
十、统计
按类别
| 类别 | 核心 100 中 | 缩减相关 | 加速相关 |
|---|---|---|---|
| 硬件错误分析 | 30 | 5 | — |
| 容错技术 | 56 | 8 | 16 |
| 软件错误分析 | 10 | 4 | 5 |
| 故障注入攻击 | 19 | 4 | 3 |
| 工具/框架 | 6 | 4 | 6 |
| 存储/内存 | 5 | — | 2 |
缩减/加速列表与主列表有交叉，部分论文同时属于多个类别。
按会议
| 会议 | 篇数 | 特点 |
|---|---|---|
| DAC | 40 | 故障注入攻击 + 容错电路设计最集中 |
| SC | 18 | 大规模系统容错 + SDC 分析 |
| HPCA | 16 | DRAM 故障 + 可靠性（二轮深挖后大幅增加） |
| ASPLOS | 13 | 微架构容错 + SDC 检测 |
| MICRO | 14 | 软错误分析 + 轻量级弹性 |
| ISCA | 12 | 脆弱性分析 + RowHammer（二轮深挖后大幅增加） |
| EuroSys | 7 | 系统容错 + 故障实证研究 |
| HPDC | 5 | 在线容错 + DRAM 故障缓解 |
| PPoPP | 4 | 容错并行计算 |
| FAST | 1 | SSD 容错 |