Ecosyste.ms: Issues

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GitHub / ganler/researchreading issues and pull requests

#69 - PLDI'14 | Compiler Validation via Equivalence Modulo Inputs

Issue - State: closed - Opened by ganler about 3 years ago
Labels: compiler, testing

#68 - MLSys'21 | Value Learning for Throughput Optimization of Deep Learning Workloads

Issue - State: closed - Opened by ganler about 3 years ago
Labels: ml for system, auto optimization

#67 - ICML'21 | ProGraML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations

Issue - State: closed - Opened by ganler about 3 years ago
Labels: ml for system, auto optimization

#66 - PACT'17 | End-to-end Deep Learning of Optimization Heuristics

Issue - State: closed - Opened by ganler about 3 years ago
Labels: ml for system, auto optimization

#65 - ACL'20 | Beyond Accuracy: Behavioral Testing of NLP Models with CheckList

Issue - State: open - Opened by ganler about 3 years ago
Labels: testing, nlp

#64 - PACT'14 | OpenTuner: An Extensible Framework for Program Autotuning

Issue - State: closed - Opened by ganler about 3 years ago - 1 comment
Labels: compiler

#62 - PLDI'2009 | Petabricks: A Language and Compiler for Algorithmic Choice

Issue - State: closed - Opened by ganler about 3 years ago - 1 comment
Labels: compiler

#61 - PLDI'1999 | A Fast Fourier Transform Compiler

Issue - State: closed - Opened by ganler about 3 years ago - 1 comment
Labels: compiler

#60 - ICML'2020 | Deep Learning for Symbolic Mathematics

Issue - State: closed - Opened by ganler about 3 years ago
Labels: machine learning

#60 - ICML'2020 | Deep Learning for Symbolic Mathematics

Issue - State: closed - Opened by ganler about 3 years ago
Labels: machine learning

#58 - TACO'2020 | IR2Vec: LLVM IR Based Scalable Program Embeddings

Issue - State: closed - Opened by ganler about 3 years ago - 1 comment
Labels: ml for system

#56 - FSE'20 | Deep Learning Library Testing via Effective Model Generation

Issue - State: closed - Opened by ganler over 3 years ago - 2 comments
Labels: testing

#55 - NIPS'19 | Learning Transferable Graph Exploration

Issue - State: open - Opened by ganler over 3 years ago
Labels: gnn

#54 - ICDR'19 | Serverless Computing: One Step Forward, Two Steps Back

Issue - State: closed - Opened by ganler over 3 years ago - 1 comment
Labels: serverless

#52 - Systems Benchmarking Crimes

Issue - State: open - Opened by ganler almost 4 years ago - 3 comments
Labels: system evaluation

#51 - ICLR'20 | Hoppity: Learning Graph Transformations to Detect and Fix Bugs in Programs

Issue - State: closed - Opened by ganler almost 4 years ago - 1 comment
Labels: ml for system, system diagnostics

#50 - ICLR'20 | Learning Execution through Neural Code Fusion

Issue - State: closed - Opened by ganler almost 4 years ago - 4 comments
Labels: ml for system

#49 - Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers

Issue - State: closed - Opened by ganler almost 4 years ago
Labels: video analytics, inference

#48 - MLSys'21 | sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data

Issue - State: closed - Opened by ganler almost 4 years ago - 1 comment
Labels: inference

#47 - CIS 700: Software Analysis and Testing

Issue - State: closed - Opened by ganler almost 4 years ago - 3 comments
Labels: course, software analysis

#46 - tf-Darshan: Understanding Fine-grained I/O Performance in Machine Learning Workloads

Issue - State: closed - Opened by ganler almost 4 years ago
Labels: system for ml, I/O

#45 - OSDI'20 | Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads

Issue - State: closed - Opened by ganler almost 4 years ago - 1 comment
Labels: training, multi-tenancy

#44 - OSDI'20 | AntMan: Dynamic Scaling on GPU Clusters for Deep Learning

Issue - State: closed - Opened by ganler almost 4 years ago
Labels: accelerator sharing, dynamic scaling

#43 - MIT 6.854 | Consistent hashing and its applications

Issue - State: closed - Opened by ganler almost 4 years ago - 1 comment
Labels: distributed system

#42 - OSDI'20 | Retiarii: A Deep Learning Exploratory-Training Framework

Issue - State: closed - Opened by ganler almost 4 years ago - 1 comment
Labels: training, programmability

#41 - Open Neural Network Exchange - ONNX

Issue - State: closed - Opened by ganler almost 4 years ago - 1 comment
Labels: compiler, computation graph

#40 - ML Infrastucture | MLIR: Multi-Level Intermediate Representation

Issue - State: closed - Opened by ganler almost 4 years ago - 3 comments
Labels: compiler, deployment

#39 - Exploring Simple Siamese Representation Learning

Issue - State: closed - Opened by ganler about 4 years ago
Labels: unsupervised learning

#38 - SOSP'03 | The Google File System

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: distributed system, storage

#37 - SOSP'17 | SVE: Distributed Video Processing at Facebook Scale

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: video analytics

#36 - [UCI CS Seminar] DNN Training Acceleration through Better Communication-Computation Overlap

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: system, training

#35 - OSDI'20 | A Unified Architecture for Accelerating Distributed DNN Training in Heterogeneous GPU/CPU Clusters

Issue - State: closed - Opened by ganler about 4 years ago - 2 comments
Labels: system, training

#34 - OSDI'20 | Serving DNNs like Clockwork: Performance Predictability from the Bottom Up

Issue - State: closed - Opened by ganler about 4 years ago - 3 comments
Labels: system, serving

#33 - [MLOS Seminar] Systems and ML: Opportunities and Challenges for Symbiotic Research

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: system, machine learning

#32 - [arXiv'20] Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics

Issue - State: closed - Opened by ganler about 4 years ago
Labels: video analytics, inference, serving

#31 - [BOOK] Designing Data-Intensive Application

Issue - State: closed - Opened by ganler about 4 years ago

#29 - [Lecture] Performance Scaling

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: system, parallel computing

#28 - [ICML'19] A Deep Reinforcement Learning Perspective on Internet Congestion Control

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: ml for system, reinforcement learning

#27 - [OSDI'20] KungFu: Making Training in Distributed Machine Learning Adaptive

Issue - State: closed - Opened by ganler about 4 years ago - 5 comments
Labels: system, training

#26 - [ICML'20] On Efficient Constructions of Checkpoints

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: training

#25 - [NetAI Workshop'20] Is Network the Bottleneck of Distributed Training?

Issue - State: closed - Opened by ganler about 4 years ago
Labels: system, training, network

#24 - [MLSys'19] Beyond Data and Model Parallelism for Deep Neural Networks

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: system, auto optimization

#23 - [SOSP'19] TASO: Optimizing Deep Learning Computation with Automated Generation of Graph Substitutions

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: system, auto optimization

#22 - Optimizing Prediction Serving on Low-Latency Serverless Dataflow

Issue - State: closed - Opened by ganler about 4 years ago
Labels: system, inference, serving

#21 - Irina: Accelerating DNN Inference with Efficient Online Scheduling

Issue - State: closed - Opened by ganler about 4 years ago
Labels: system, inference, serving

#20 - [Course: UCB CS285 Fall@19 + 李宏毅] Deep Reinforcement Learning

Issue - State: closed - Opened by ganler about 4 years ago - 1 comment
Labels: reinforcement learning

#19 - [ICCV'19, Oral] Multi-Agent Reinforcement Learning Based Frame Sampling for Effective Untrimmed Video Recognition

Issue - State: closed - Opened by ganler about 4 years ago - 2 comments
Labels: reinforcement learning, computer vision

#18 - [ICML'19 Workshop Best Paper Award] Park: An Open Platform for Learning-Augmented Computer Systems

Issue - State: closed - Opened by ganler about 4 years ago
Labels: ml for system

#17 - [CrashCourse] DEEPLIZARD.RL

Issue - State: closed - Opened by ganler over 4 years ago - 8 comments
Labels: reinforcement learning

#16 - [SIGMOD'20] MIRIS: Fast Object Track Queries in Video

Issue - State: closed - Opened by ganler over 4 years ago - 3 comments
Labels: system, video analytics

#15 - [VLDB'20] Panorama: A Data System for Unbounded Vocabulary Querying over Video

Issue - State: closed - Opened by ganler over 4 years ago - 1 comment
Labels: system, video analytics

#14 - [CGO'20] Automatic Generation of High-Performance Quantized Machine Learning Kernels

Issue - State: closed - Opened by ganler over 4 years ago - 1 comment
Labels: system, quantization

#13 - [NIPS, 2019]Placeto: Efficient Progressive Device Placement Optimization

Issue - State: closed - Opened by ganler over 4 years ago
Labels: ml for system

#12 - [SIGCOMM'19] Learning Scheduling Algorithms for Data Processing Clusters

Issue - State: closed - Opened by ganler over 4 years ago
Labels: ml for system

#11 - [ICML workshop, 2019] Real-world Video Adaptation with Reinforcement Learning

Issue - State: closed - Opened by ganler over 4 years ago - 1 comment
Labels: ml for system

#10 - LoCo: Local Contrastive Representation Learning

Issue - State: closed - Opened by ganler over 4 years ago
Labels: unsupervised learning, machine learning

#9 - [HotEdgeVideo'19] Cracking open the DNN black-box: Video Analytics with DNNs across the Camera-Cloud Boundary

Issue - State: closed - Opened by ganler over 4 years ago - 1 comment
Labels: system, inference

#8 - [HotCloud'19] Accelerating Deep Learning Inference via Freezing

Issue - State: closed - Opened by ganler over 4 years ago - 3 comments
Labels: system, inference

#7 - InferLine: ML Prediction Pipeline Provisioning and Management for Tight Latency Objectives

Issue - State: closed - Opened by ganler over 4 years ago
Labels: system, inference

#6 - [MLSys'20] Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference

Issue - State: closed - Opened by ganler over 4 years ago
Labels: system, inference

#5 - [SIGCOMM'20] Reducto: On-Camera Filtering For Rersource-Efficient Real-Time Video Analytics

Issue - State: closed - Opened by ganler over 4 years ago - 2 comments
Labels: system, video analytics

#4 - Rekall: Specifying Video Events using Compositions of Spatiotemporal Labels

Issue - State: closed - Opened by ganler over 4 years ago - 2 comments
Labels: system, video analytics

#3 - UC Berkeley -- CS294-158 20Spring: Deep Unsupervised Learning

Issue - State: closed - Opened by ganler over 4 years ago - 1 comment
Labels: unsupervised learning, machine learning

#2 - Parallel Computing by Mats Brorsson

Issue - State: closed - Opened by ganler over 4 years ago
Labels: system, parallel computing

#1 - Kafka: A Modern Distributed System

Issue - State: closed - Opened by ganler over 4 years ago - 2 comments
Labels: system, message queue