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06/16/2023
The False Dawn: Reevaluating Google's Reinforcement Learning for Chip Macro Placement
Reinforcement learning (RL) for physical design of silicon chips in a Go...
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03/21/2023
Efficient Multi-stage Inference on Tabular Data
Many ML applications and products train on medium amounts of input data ...
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02/27/2023
Scalable End-to-End ML Platforms: from AutoML to Self-serve
ML platforms help enable intelligent data-driven applications and mainta...
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02/23/2023
Practical Knowledge Distillation: Using DNNs to Beat DNNs
For tabular data sets, we explore data and model distillation, as well a...
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10/14/2021
Looper: An end-to-end ML platform for product decisions
Modern software systems and products increasingly rely on machine learni...
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09/23/2021
Text Ranking and Classification using Data Compression
A well-known but rarely used approach to text categorization uses condit...
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08/03/2021
Bit-efficient Numerical Aggregation and Stronger Privacy for Trust in Federated Analytics
Private data generated by edge devices – from smart phones to automotive...
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02/18/2021
Regular Expressions for Fast-response COVID-19 Text Classification
Text classifiers are at the core of many NLP applications and use a vari...
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02/16/2021
Prioritizing Original News on Facebook
This work outlines how we prioritize original news, a critical indicator...
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02/10/2021
Personalization for Web-based Services using Offline Reinforcement Learning
Large-scale Web-based services present opportunities for improving UI po...
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08/01/2020
Faster Schrödinger-style simulation of quantum circuits
Recent demonstrations of superconducting quantum computers by Google and...
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05/04/2020
Workshops on Extreme Scale Design Automation (ESDA) Challenges and Opportunities for 2025 and Beyond
Integrated circuits and electronic systems, as well as design technologi...
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07/27/2018
Quantum Supremacy Is Both Closer and Farther than It Appears
As quantum computers improve in the number of qubits and fidelity, the q...
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12/10/2017
Simulation of Quantum Circuits via Stabilizer Frames
Generic quantum-circuit simulation appears intractable for conventional ...
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11/20/2017