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ResearchReading
General system research material (not limited to paper) reading notes.
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PLDI'14 | Compiler Validation via Equivalence Modulo Inputs
#69
ganler
closed
2 years ago
0
MLSys'21 | Value Learning for Throughput Optimization of Deep Learning Workloads
#68
ganler
closed
2 years ago
0
ICML'21 | ProGraML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations
#67
ganler
closed
2 years ago
0
PACT'17 | End-to-end Deep Learning of Optimization Heuristics
#66
ganler
closed
2 years ago
0
ACL'20 | Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
#65
ganler
opened
2 years ago
0
PACT'14 | OpenTuner: An Extensible Framework for Program Autotuning
#64
ganler
closed
3 years ago
1
PLDI'2020 | Bliss: Auto-tuning Complex Applications using a Pool of Diverse Lightweight Learning Models
#63
ganler
closed
3 years ago
0
PLDI'2009 | Petabricks: A Language and Compiler for Algorithmic Choice
#62
ganler
closed
3 years ago
1
PLDI'1999 | A Fast Fourier Transform Compiler
#61
ganler
closed
3 years ago
1
ICML'2020 | Deep Learning for Symbolic Mathematics
#60
ganler
closed
2 years ago
0
ICML'2021 | PROGRAML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations
#59
ganler
closed
2 years ago
0
TACO'2020 | IR2Vec: LLVM IR Based Scalable Program Embeddings
#58
ganler
closed
3 years ago
1
ICSE'19 | CRADLE: Cross-Backend Validation to Detect and Localize Bugs in Deep Learning Libraries
#57
ganler
closed
3 years ago
0
FSE'20 | Deep Learning Library Testing via Effective Model Generation
#56
ganler
closed
3 years ago
2
NIPS'19 | Learning Transferable Graph Exploration
#55
ganler
opened
3 years ago
0
ICDR'19 | Serverless Computing: One Step Forward, Two Steps Back
#54
ganler
closed
3 years ago
1
MLSys'21 | Accordion: Adaptive Gradient Communication via Critical Learning Regime Identification
#53
ganler
closed
3 years ago
0
Systems Benchmarking Crimes
#52
ganler
opened
3 years ago
3
ICLR'20 | Hoppity: Learning Graph Transformations to Detect and Fix Bugs in Programs
#51
ganler
closed
3 years ago
1
ICLR'20 | Learning Execution through Neural Code Fusion
#50
ganler
closed
3 years ago
4
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers
#49
ganler
closed
3 years ago
0
MLSys'21 | sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data
#48
ganler
closed
3 years ago
1
CIS 700: Software Analysis and Testing
#47
ganler
closed
3 years ago
3
tf-Darshan: Understanding Fine-grained I/O Performance in Machine Learning Workloads
#46
ganler
closed
2 years ago
0
OSDI'20 | Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads
#45
ganler
closed
3 years ago
1
OSDI'20 | AntMan: Dynamic Scaling on GPU Clusters for Deep Learning
#44
ganler
closed
3 years ago
0
MIT 6.854 | Consistent hashing and its applications
#43
ganler
closed
3 years ago
1
OSDI'20 | Retiarii: A Deep Learning Exploratory-Training Framework
#42
ganler
closed
3 years ago
1
Open Neural Network Exchange - ONNX
#41
ganler
closed
3 years ago
1
ML Infrastucture | MLIR: Multi-Level Intermediate Representation
#40
ganler
closed
3 years ago
3
Exploring Simple Siamese Representation Learning
#39
ganler
closed
3 years ago
0
SOSP'03 | The Google File System
#38
ganler
closed
3 years ago
1
SOSP'17 | SVE: Distributed Video Processing at Facebook Scale
#37
ganler
closed
3 years ago
1
[UCI CS Seminar] DNN Training Acceleration through Better Communication-Computation Overlap
#36
ganler
closed
3 years ago
1
OSDI'20 | A Unified Architecture for Accelerating Distributed DNN Training in Heterogeneous GPU/CPU Clusters
#35
ganler
closed
3 years ago
2
OSDI'20 | Serving DNNs like Clockwork: Performance Predictability from the Bottom Up
#34
ganler
closed
3 years ago
3
[MLOS Seminar] Systems and ML: Opportunities and Challenges for Symbiotic Research
#33
ganler
closed
3 years ago
1
[arXiv'20] Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics
#32
ganler
closed
3 years ago
0
[BOOK] Designing Data-Intensive Application
#31
ganler
closed
3 years ago
0
[arXiv'20] Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers
#30
ganler
closed
3 years ago
0
[Lecture] Performance Scaling
#29
ganler
closed
3 years ago
1
[ICML'19] A Deep Reinforcement Learning Perspective on Internet Congestion Control
#28
ganler
closed
4 years ago
1
[OSDI'20] KungFu: Making Training in Distributed Machine Learning Adaptive
#27
ganler
closed
4 years ago
5
[ICML'20] On Efficient Constructions of Checkpoints
#26
ganler
closed
3 years ago
1
[NetAI Workshop'20] Is Network the Bottleneck of Distributed Training?
#25
ganler
closed
3 years ago
0
[MLSys'19] Beyond Data and Model Parallelism for Deep Neural Networks
#24
ganler
closed
4 years ago
1
[SOSP'19] TASO: Optimizing Deep Learning Computation with Automated Generation of Graph Substitutions
#23
ganler
closed
4 years ago
1
Optimizing Prediction Serving on Low-Latency Serverless Dataflow
#22
ganler
closed
3 years ago
0
Irina: Accelerating DNN Inference with Efficient Online Scheduling
#21
ganler
closed
3 years ago
0
[Course: UCB CS285 Fall@19 + 李宏毅] Deep Reinforcement Learning
#20
ganler
closed
3 years ago
1
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