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Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models
Poster
Tue Apr 06 05:00 PM (PDT)
Data Movement Is All You Need: A Case Study on Optimizing Transformers
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
Cortex: A Compiler for Recursive Deep Learning Models
Poster
Tue Apr 06 05:00 PM (PDT) @ Virtual
In-network Aggregation for Shared Machine Learning Clusters
Poster
Tue Apr 06 05:00 PM (PDT)
Learning on Distributed Traces for Data Center Storage Systems
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT)
ModularNAS: Towards Modularized and Reusable Neural Architecture Search
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT)
A Deep Learning Based Cost Model for Automatic Code Optimization
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT)
Pufferfish: Communication-efficient Models At No Extra Cost
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT)
Characterizing and Taming Model Instability Across Edge Devices
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT)
EXPLORING THE LIMITS OF CONCURRENCY IN ML TRAINING ON GOOGLE TPUS
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Paper PDF]
Poster
Tue Apr 06 05:00 PM (PDT)
TensorFlow Lite Micro: Embedded Machine Learning for TinyML Systems
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
Nimble: Efficiently Compiling Dynamic Neural Networks for Model Inference
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
Don't Forget to Sign the Gradients!
Poster
Wed Apr 07 05:00 PM (PDT)
A Learned Performance Model for Tensor Processing Units
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
Accounting for Variance in Machine Learning Benchmarks
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
Adaptive Gradient Communication via Critical Learning Regime Identification
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
Value Learning for Throughput Optimization of Deep Learning Workloads
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
VS-Quant: Per-vector Scaled Quantization for Accurate Low-Precision Neural Network Inference
Poster
Wed Apr 07 05:00 PM (PDT)
RL-Scope: Cross-stack Profiling for Deep Reinforcement Learning Workloads
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
Larq Compute Engine: Design, Benchmark and Deploy State-of-the-Art Binarized Neural Networks
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
Accelerate Inference of CNNs for Video Analysis While Preserving Exactness Exploiting Activation Sparsity
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
Bit Error Robustness for Energy-Efficient DNN Accelerators
Poster
Wed Apr 07 05:00 PM (PDT)
ByzShield: An Efficient and Robust System for Distributed Training
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
An Efficient Statistical-based Gradient Compression Technique for Distributed Training Systems
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
FirePlace: Placing Firecraker Virtual Machines with Hindsight Imitation
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT)
sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data
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Paper PDF]
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
IOS: Inter-Operator Scheduler for CNN Acceleration
Poster
Wed Apr 07 05:00 PM (PDT)
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
Amazon SageMaker Debugger: A System for Real-Time Insights into Machine Learning Model Training
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
Horizontally Fused Training Array: An Effective Hardware Utilization Squeezer for Training Novel Deep Learning Models
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
Doping: A technique for Extreme Compression of LSTM Models using Sparse Structured Additive Matrices
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
Equality Saturation for Tensor Graph Superoptimization
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
To Bridge Neural Network Design and Real-World Performance: A Behaviour Study for Neural Networks
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
SUOD: Accelerating Large-Scale Unsupervised Heterogeneous Outlier Detection
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Pipelined Backpropagation at Scale: Training Large Models without Batches
Poster
Thu Apr 08 05:00 PM (PDT)
Boveda: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Scaling Polyhedral Neural Network Verification on GPUs
Poster
Thu Apr 08 05:00 PM (PDT)
Swift for TensorFlow: A portable, flexible platform for deep learning
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
Towards Scalable Distributed Training of Deep Learning on Public Cloud Clusters
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
A Distributed Graph-Theoretic Framework for Automatic Parallelization in Multi-core Systems
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Lost in Pruning: The Effects of Pruning Neural Networks beyond Test Accuracy
Poster
Thu Apr 08 05:00 PM (PDT) @ Virtual
Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery
Poster
Thu Apr 08 05:00 PM (PDT)
Accelerating SLIDE Deep Learning on Modern CPUs: Vectorization, Quantizations, Memory Optimizations, and More
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Paper PDF]
Poster
Thu Apr 08 05:00 PM (PDT)
Wavelet: Efficient DNN Training with Tick-Tock Scheduling
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Paper PDF]