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3Reliable

Trustworthy Deep Learning

less than 1 minute read

Index Papers Our Slides 1 BIAS ALSO MATTERS: BIAS ATTRIBUTION FOR DEEP NEURAL NETWORK EXPLANATION ...

GNN to Understand

less than 1 minute read

Presenter Papers Paper URL Our Slides Understand Faithful and Customizable Explanations of Black...

GNN Robustness

less than 1 minute read

Presenter Papers Paper URL Our Slides Robust Adversarial Attacks on Graph Structured Data ...

Reliable18- Understand DNNs

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Presenter Papers Paper URL Our Slides Jack A Unified Approach to Interpreting Model Predictions ...

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2Architecture

Geometric Deep Learning

less than 1 minute read

Presenter Papers Paper URL Our Slides spherical Spherical CNNs Pdf Fuwen PDF + Arsh...

Basic16- DNN to be Scalable

4 minute read

Presenter Papers Paper URL Our Slides scalable Sanjiv Kumar (Columbia EECS 6898), Lecture: Intro...

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2GraphsNN

GNN and Transformer

less than 1 minute read

Index Papers Our Slides 1 Graph Convolutions: More than You Wanted to Know Derrick Survey ...

GNN to Understand

less than 1 minute read

Presenter Papers Paper URL Our Slides Understand Faithful and Customizable Explanations of Black...

GNN for NLP QA

less than 1 minute read

Presenter Papers Paper URL Our Slides QA A Comparison of Current Graph Database Models Pdf...

Edge and Dynamic computing

less than 1 minute read

Presenter Papers Paper URL Our Slides Edge MobileNets: Efficient Convolutional Neural Networks f...

GNN and scalable

less than 1 minute read

Presenter Papers Paper URL Our Slides Scalable FastGCN: Fast Learning with Graph Convolutional N...

GNN for Graph Generation

less than 1 minute read

Presenter Papers Paper URL Our Slides Generate Maximum-Likelihood Augmented Discrete Generative ...

GNN Robustness

less than 1 minute read

Presenter Papers Paper URL Our Slides Robust Adversarial Attacks on Graph Structured Data ...

Geometric Deep Learning

less than 1 minute read

Presenter Papers Paper URL Our Slides spherical Spherical CNNs Pdf Fuwen PDF + Arsh...

GNN for Program Analysis

1 minute read

Presenter Papers Paper URL Our Slides Program Neural network-based graph embedding for cross-pla...

GNN for BioMed Applications

1 minute read

Presenter Papers Paper URL Our Slides Bio KDEEP: Protein–Ligand Absolute Binding Affinity Predic...

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9DiscreteApp

DiffDock + ESMfold

less than 1 minute read

Papers Paper URL Abstract Evolutionary-scale prediction of atomic level protein structure with a language mo...

GNN for NLP QA

less than 1 minute read

Presenter Papers Paper URL Our Slides QA A Comparison of Current Graph Database Models Pdf...

GNN for Program Analysis

1 minute read

Presenter Papers Paper URL Our Slides Program Neural network-based graph embedding for cross-pla...

GNN for BioMed Applications

1 minute read

Presenter Papers Paper URL Our Slides Bio KDEEP: Protein–Ligand Absolute Binding Affinity Predic...

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8Scalable

GNN and Transformer

less than 1 minute read

Index Papers Our Slides 1 Graph Convolutions: More than You Wanted to Know Derrick Survey ...

Edge and Dynamic computing

less than 1 minute read

Presenter Papers Paper URL Our Slides Edge MobileNets: Efficient Convolutional Neural Networks f...

GNN and scalable

less than 1 minute read

Presenter Papers Paper URL Our Slides Scalable FastGCN: Fast Learning with Graph Convolutional N...

Basic16- DNN to be Scalable

4 minute read

Presenter Papers Paper URL Our Slides scalable Sanjiv Kumar (Columbia EECS 6898), Lecture: Intro...

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0Basics

A general survey

less than 1 minute read

Presenter Papers Paper URL Our Slides Dr Qi Survey of Recent DeepLearning to 12 Groups / PDF ...

Basic16- DNN to be Scalable

4 minute read

Presenter Papers Paper URL Our Slides scalable Sanjiv Kumar (Columbia EECS 6898), Lecture: Intro...

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5Generative

GNN for NLP QA

less than 1 minute read

Presenter Papers Paper URL Our Slides QA A Comparison of Current Graph Database Models Pdf...

GNN for Graph Generation

less than 1 minute read

Presenter Papers Paper URL Our Slides Generate Maximum-Likelihood Augmented Discrete Generative ...

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6Reinforcement

RLHF + InstructGPT

less than 1 minute read

Papers Paper URL Abstract Training language models to follow instructions with human feedback URL ...

Decision Transformers

1 minute read

Decision Transformer: Reinforcement Learning via Sequence Modeling Lili Chen, Kevin Lu, Aravind Rajeswaran, Kimin Lee, Aditya Grover, Michael Laskin, Piet...

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FMRisk

Safety Benchmark WMDP

1 minute read

The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning Nathaniel Li, Alexander Pan, Anjali Gopal, Summer Yue, Daniel Berrios, Alice Gatt...

More FM risk

38 minute read

In this session, our readings cover:

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FMBasic

LLM basics

less than 1 minute read

Required Readings:

RLHF + InstructGPT

less than 1 minute read

Papers Paper URL Abstract Training language models to follow instructions with human feedback URL ...

Emergent Abilities of LLM

1 minute read

Emergent Abilities of Large Language Models URL “an ability to be emergent if it is not present in smaller models but is present in larger models. Thus...

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FMAdapt

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4Optimization

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1Theoretical

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7MetaDomain

Meta Deep Learning

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Index Papers Our Slides 1 Invariant Risk Minimization Zhe Survey 2 Causal ...

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FMEfficient

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FMMulti

DiffDock + ESMfold

less than 1 minute read

Papers Paper URL Abstract Evolutionary-scale prediction of atomic level protein structure with a language mo...

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