Reading List

Readings

These are a collated list of readings on a variety of topics from hardware to profiling and language optimisations categorised into their respective conferences.

Moreover, this also includes a list of recommended readings by the group.

Contents

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Architecture Conferences

• ASPLOS

• HPCA

• ISCA

• MICRO

Machine Learning Conferences

• ICLR

• ICML

• NIPS

System Focus Conferences

• ATC

• SC

• OSDI

• SOSP

Reading List

Ordered by date recommended (ascending order).

Tags	Year	Paper	Notes
Programming Languages (cs.PL); Profiling	2020	Scalene: Scripting-Language Aware Profiling for Python	notes
Programming Languages (cs.PL); Profiling	2020	Toward Efficient Interactions between Python and Native Libraries	notes
Computation Graph Optimisation; RL;	2020	Transferable Graph Optimizers for ML Compilers	notes
Application of BNN; BNN;	2019	Deterministic and Bayesian Neural Networks for Low-latency Gravitational Wave Parameter Estimation of Binary Black Hole Merger	notes
	2020	Impact Hardware Predictive Uncertainty	notes
	2018	TVM: An Automated End-to-End Optimizing Compiler for Deep Learning
	2021	MonoNAS: Efficient Scaling Up Cross-Device Neural Architecture Search Mobile Inference
	2021	Q -VR Rendering in mobile system final
	2019	Bit-Tactical: A Software/Hardware Approach to Exploiting Value and Bit Sparsity in Neural Networks
	2019	Gravitational Wave BNN
	2020	Efficient And Scalable BNN using Rank-1 Factors	notes
	2020	Automatic Generation of High-Performance Quantised Machine Learning
	2019	Understanding Reuse, Performance, and Hardware Cost of DNN Dataflows: A Data-Centric Approach Using MAESTRO
	2018	Neural Architecture Search: A Survey