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(18 events)   Timezone:  
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Poster
Wed Apr 07 05:00 PM (PDT)
FirePlace: Placing Firecraker Virtual Machines with Hindsight Imitation
In Poster Session 2
Bharathan Balaji · Christopher Kakovitch · Balakrishnan Narayanaswamy
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
Don't Forget to Sign the Gradients!
In Poster Session 2
Omid Aramoon · Pin-Yu Chen · Gang Qu
Poster
Wed Apr 07 05:00 PM (PDT)
A Learned Performance Model for Tensor Processing Units
In Poster Session 2
Sam Kaufman · Mangpo Phothilimthana · Yanqi Zhou · Charith Mendis · Sudip Roy · Amit Sabne · Mike Burrows
Poster
Wed Apr 07 05:00 PM (PDT)
Accounting for Variance in Machine Learning Benchmarks
In Poster Session 2
Xavier Bouthillier · Pierre Delaunay · Mirko Bronzi · Assya Trofimov · Brennan Nichyporuk · Justin Szeto · Nazanin Mohammadi Sepahvand · Edward Raff · Kanika Madan · Vikram Voleti · Samira Ebrahimi Kahou · Vincent Michalski · Tal Arbel · Chris Pal · Gael Varoquaux · Pascal Vincent
Poster
Wed Apr 07 05:00 PM (PDT)
Adaptive Gradient Communication via Critical Learning Regime Identification
In Poster Session 2
Saurabh Agarwal · Hongyi Wang · Kangwook Lee · Shivaram Venkataraman · Dimitris Papailiopoulos
Poster
Wed Apr 07 05:00 PM (PDT)
Value Learning for Throughput Optimization of Deep Learning Workloads
In Poster Session 2
Benoit Steiner · Chris Cummins · Horace He · Hugh Leather
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
VS-Quant: Per-vector Scaled Quantization for Accurate Low-Precision Neural Network Inference
In Poster Session 2
Steve Dai · Rangha Venkatesan · Mark Ren · Brian Zimmer · William Dally · Brucek Khailany
Poster
Wed Apr 07 05:00 PM (PDT)
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
In Poster Session 2
Wenqi Jiang · Zhenhao He · Shuai Zhang · Thomas B. Preußer · Kai Zeng · Liang Feng · Jiansong Zhang · Tongxuan Liu · Yong Li · Jingren Zhou · Ce Zhang · Gustavo Alonso
Poster
Wed Apr 07 05:00 PM (PDT)
Larq Compute Engine: Design, Benchmark and Deploy State-of-the-Art Binarized Neural Networks
In Poster Session 2
Tom Bannink · Adam Hillier · Lukas Geiger · Tim de Bruin · Leon Overweel · Jelmer Neeven · Koen Helwegen
Poster
Wed Apr 07 05:00 PM (PDT)
Accelerate Inference of CNNs for Video Analysis While Preserving Exactness Exploiting Activation Sparsity
In Poster Session 2
Toshiaki Wakatsuki · Sekitoshi Kanai · Yasuhiro Fujiwara
Poster
Wed Apr 07 05:00 PM (PDT)
RL-Scope: Cross-stack Profiling for Deep Reinforcement Learning Workloads
In Poster Session 2
James Gleeson · Srivatsan Krishnan · Moshe Gabel · Vijay Janapa Reddi · Eyal de Lara · Gennady Pekhimenko
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
Bit Error Robustness for Energy-Efficient DNN Accelerators
In Poster Session 2
David Stutz · Nandhini Chandramoorthy · Matthias Hein · Bernt Schiele
Poster
Wed Apr 07 05:00 PM (PDT)
ByzShield: An Efficient and Robust System for Distributed Training
In Poster Session 2
Konstantinos Konstantinidis · Aditya Ramamoorthy
Poster
Wed Apr 07 05:00 PM (PDT)
An Efficient Statistical-based Gradient Compression Technique for Distributed Training Systems
In Poster Session 2
Ahmed M. Abdelmoniem · Ahmed Elzanaty · Mohamed-Slim Alouini · Marco Canini
Poster
Wed Apr 07 05:00 PM (PDT)
Nimble: Efficiently Compiling Dynamic Neural Networks for Model Inference
In Poster Session 2
Haichen Shen · Jared Roesch · Zhi Chen · Wei Chen · Yong Wu · Mu Li · Vin Sharma · Zachary Tatlock · Yida Wang
Poster
Wed Apr 07 05:00 PM (PDT)
sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data
In Poster Session 2
Guanhua Wang · Zhuang Liu · Brandon Hsieh · Siyuan Zhuang · Joseph Gonzalez · Trevor Darrell · Ion Stoica
Poster
Wed Apr 07 05:00 PM (PDT) @ Virtual
IOS: Inter-Operator Scheduler for CNN Acceleration
In Poster Session 2
Yaoyao Ding · Ligeng Zhu · Zhihao Jia · Gennady Pekhimenko · Song Han
Poster
Wed Apr 07 05:00 PM (PDT)
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators
In Poster Session 2
Hamzah Abdelaziz · ali shafiee · Jong Hoon Shin · Ardavan Pedram · Joseph Hassoun