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Oral
Mon Aug 29 08:45 AM -- 09:03 AM (PDT) @ Exhibit Hall A
Pathways: Asynchronous Distributed Dataflow for ML
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Oral
Mon Aug 29 09:03 AM -- 09:21 AM (PDT) @ Exhibit Hall A
QuadraLib: A Performant Quadratic Neural Network Library for Architecture Optimization and Design Exploration
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Oral
Mon Aug 29 09:21 AM -- 09:39 AM (PDT) @ Exhibit Hall A
Random Offset Block Embedding (ROBE) for compressed embedding tables in deep learning recommendation systems
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Oral
Mon Aug 29 09:39 AM -- 09:57 AM (PDT) @ Exhibit Hall A
ML-EXray: Visibility into ML Deployment on the Edge
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Oral
Mon Aug 29 09:57 AM -- 10:15 AM (PDT) @ Exhibit Hall A
GPU Semiring Primitives for Sparse Neighborhood Methods
Oral
Mon Aug 29 01:00 PM -- 01:18 PM (PDT) @ Exhibit Hall A
BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling
Oral
Mon Aug 29 01:18 PM -- 01:36 PM (PDT) @ Exhibit Hall A
Sequential Aggregation and Rematerialization: Distributed Full-batch Training of Graph Neural Networks on Large Graphs
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Oral
Mon Aug 29 01:36 PM -- 01:54 PM (PDT) @ Exhibit Hall A
PAPAYA: Practical, Private, and Scalable Federated Learning
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Oral
Mon Aug 29 01:54 PM -- 02:12 PM (PDT) @ Exhibit Hall A
LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning
Oral
Mon Aug 29 02:15 PM -- 02:33 PM (PDT) @ Exhibit Hall A
The CoRa Tensor Compiler: Compilation for Ragged Tensors with Minimal Padding
Oral
Mon Aug 29 02:33 PM -- 02:51 PM (PDT) @ Exhibit Hall A
Apollo: Automatic Partition-based Operator Fusion through Layer by Layer Optimization
Oral
Mon Aug 29 02:51 PM -- 03:09 PM (PDT) @ Exhibit Hall A None
DietCode: Automatic Optimization for Dynamic Tensor Programs
Oral
Mon Aug 29 03:09 PM -- 03:27 PM (PDT) @ Exhibit Hall A
Bit-serial Weight Pools: Compression and Arbitrary Precision Execution of Neural Networks on Resource Constrained Processors
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Oral
Mon Aug 29 04:00 PM -- 04:18 PM (PDT) @ Exhibit Hall A
MLPerf Mobile Inference Benchmark: An Industry-Standard Open-Source Machine Learning Benchmark for On-Device AI
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Oral
Mon Aug 29 04:18 PM -- 04:36 PM (PDT) @ Exhibit Hall A
TorchSparse: Efficient Point Cloud Inference Engine
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Oral
Mon Aug 29 04:36 PM -- 04:54 PM (PDT) @ Exhibit Hall A
Hydrozoa: Dynamic Hybrid-Parallel DNN Training on Serverless Containers
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Oral
Mon Aug 29 04:54 PM -- 05:12 PM (PDT) @ Exhibit Hall A
Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines
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Oral
Mon Aug 29 05:12 PM -- 05:30 PM (PDT) @ Exhibit Hall A
Graphiler: Optimizing Graph Neural Networks with Message Passing Data Flow Graph
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Oral
Tue Aug 30 08:45 AM -- 09:03 AM (PDT) @ Exhibit Hall A
QuClassi: A Hybrid Deep Neural Network Architecture based on Quantum State Fidelity
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Oral
Tue Aug 30 09:03 AM -- 09:21 AM (PDT) @ Exhibit Hall A
VirtualFlow: Decoupling Deep Learning Models from the Underlying Hardware
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Oral
Tue Aug 30 09:21 AM -- 09:39 AM (PDT) @ Exhibit Hall A
TAGLETS: A System for Automatic Semi-Supervised Learning with Auxiliary Data
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Oral
Tue Aug 30 09:39 AM -- 09:57 AM (PDT) @ Exhibit Hall A
mmSampler: Efficient Frame Sampler for Multimodal Video Retrieval
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Oral
Tue Aug 30 09:57 AM -- 10:15 AM (PDT) @ Exhibit Hall A
Sustainable AI: Environmental Implications, Challenges and Opportunities
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Oral
Tue Aug 30 01:00 PM -- 01:18 PM (PDT) @ Exhibit Hall A
Matchmaker: Data Drift Mitigation in Machine Learning for Large-Scale Systems
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Oral
Tue Aug 30 01:18 PM -- 01:36 PM (PDT) @ Exhibit Hall A
A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules
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Oral
Tue Aug 30 01:36 PM -- 01:54 PM (PDT) @ Exhibit Hall A
SLA-Driven ML INFERENCE FRAMEWORK FOR CLOUDS WITH HETEROGENEOUS ACCELERATORS
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Oral
Tue Aug 30 01:54 PM -- 02:12 PM (PDT) @ Exhibit Hall A
NURD: Negative-Unlabeled Learning for Online Datacenter Straggler Prediction
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Oral
Tue Aug 30 02:15 PM -- 02:33 PM (PDT) @ Exhibit Hall A None
Collapsible Linear Blocks for Super-Efficient Super Resolution
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Oral
Tue Aug 30 02:33 PM -- 02:51 PM (PDT) @ Exhibit Hall A
Towards the Co-design of Neural Networks and Accelerators
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Oral
Tue Aug 30 02:51 PM -- 03:09 PM (PDT) @ Exhibit Hall A
On the Utility of Gradient Compression in Distributed Training Systems
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Oral
Tue Aug 30 03:09 PM -- 03:27 PM (PDT) @ Exhibit Hall A
Efficient Strong Scaling Through Burst Parallel Training
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Oral
Tue Aug 30 04:00 PM -- 04:18 PM (PDT) @ Exhibit Hall A
Revelio: ML-Generated Debugging Queries for Finding Root Causes in Distributed Systems
Oral
Tue Aug 30 04:18 PM -- 04:36 PM (PDT) @ Exhibit Hall A
Randomness in Neural Network Training: Characterizing the Impact of Tooling
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Oral
Tue Aug 30 04:36 PM -- 04:54 PM (PDT) @ Exhibit Hall A
Synthesizing Optimal Parallelism Placement and Reduction Strategies on Hierarchical Systems for Deep Learning
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Oral
Tue Aug 30 04:54 PM -- 05:12 PM (PDT) @ Exhibit Hall A
dPRO: A Generic Performance Diagnosis and Optimization Toolkit for Expediting Distributed DNN Training
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Oral
Tue Aug 30 05:12 PM -- 05:30 PM (PDT) @ Exhibit Hall A
A Tale of Two Models: Constructing Evasive Attacks on Edge Models
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Oral
Wed Aug 31 08:45 AM -- 09:03 AM (PDT) @ Exhibit Hall A
REX: Revisiting Budgeted Training with an Improved Schedule
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Oral
Wed Aug 31 09:03 AM -- 09:21 AM (PDT) @ Exhibit Hall A
SRIFTY: Swift and Thrifty Distributed Neural Network Training on the Cloud
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Oral
Wed Aug 31 09:21 AM -- 09:39 AM (PDT) @ Exhibit Hall A
Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and Pipelining
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Oral
Wed Aug 31 09:39 AM -- 09:57 AM (PDT) @ Exhibit Hall A
Improving Model Training with Multi-fidelity Hyperparameter Evaluation
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Oral
Wed Aug 31 09:57 AM -- 10:15 AM (PDT) @ Exhibit Hall A None
Gyro Dropout: Maximizing Ensemble Effect in Neural Network Training
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Oral
Wed Aug 31 01:00 PM -- 01:18 PM (PDT) @ Exhibit Hall A
Understanding GNN Computational Graph: A Coordinated Computation, IO, and Memory Perspective
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Oral
Wed Aug 31 01:18 PM -- 01:36 PM (PDT) @ Exhibit Hall A
torch.fx: Practical Program Capture and Transformation for Deep Learning in Python
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Oral
Wed Aug 31 01:36 PM -- 01:54 PM (PDT) @ Exhibit Hall A
FROTE: Feedback Rule-Driven Oversampling for Editing Models
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Oral
Wed Aug 31 01:54 PM -- 02:12 PM (PDT) @ Exhibit Hall A
TyXe: Pyro-based Bayesian neural nets for Pytorch
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Oral
Wed Aug 31 02:15 PM -- 02:33 PM (PDT) @ Exhibit Hall A None
ULPPACK: Fast Sub-8-bit Matrix Multiply on Commodity SIMD Hardware
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Oral
Wed Aug 31 02:33 PM -- 02:51 PM (PDT) @ Exhibit Hall A
AccMPEG: Optimizing Video Encoding for Accurate Video Analytics
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Oral
Wed Aug 31 02:51 PM -- 03:09 PM (PDT) @ Exhibit Hall A
HALOS: Hashing Large Output Space for Cheap Inference
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Oral
Wed Aug 31 03:09 PM -- 03:27 PM (PDT) @ Exhibit Hall A
Learning Compressed Embeddings for On-Device Inference
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Oral
Wed Aug 31 03:27 PM -- 03:45 PM (PDT) @ Exhibit Hall A
Bolt: Bridging the Gap between Auto-tuners and Hardware-native Performance
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Oral
Wed Aug 31 03:45 PM -- 04:03 PM (PDT) @ Exhibit Hall A
URSABench: A System for Comprehensive Benchmarking of Bayesian Deep Neural Network Models and Inference methods
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