Tags

adam

• Does Adam Converge and When? 25 Mar 2022 | adam optimization deep-learning

adversarial-learning

• Rethinking ValueDice - Does It Really Improve Performance? 25 Mar 2022 | reinforcement-learning imitation-learning adversarial-learning

architecture-search

• A Deeper Look at Zero-Cost Proxies for Lightweight NAS 25 Mar 2022 | deep-learning automated-machine-learning architecture-search

associative-memory

• Looking at the Performer from a Hopfield Point of View 25 Mar 2022 | deep-learning hopfield-networks associative-memory attention transformer

attention

• Looking at the Performer from a Hopfield Point of View 25 Mar 2022 | deep-learning hopfield-networks associative-memory attention transformer

auctions

• "Auction Learning as a Two Player Game": GANs (?) for Mechanism Design 25 Mar 2022 | mechanism-design deep-learning auctions

automated-machine-learning

• A Deeper Look at Zero-Cost Proxies for Lightweight NAS 25 Mar 2022 | deep-learning automated-machine-learning architecture-search

autoregressive

• Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions 25 Mar 2022 | autoregressive non-monotonic natural-language-generation sinkhorn-distributions

binding

• Symbolic Binding in Neural Networks through Factorized Memory Systems 25 Mar 2022 | symbolic memory binding

cheminformatics

• Generating Molecular Conformations via Normalizing Flows and Neural ODEs 25 Mar 2022 | cheminformatics drug-discovery generative-models

combinatorial-optimization

• Recent Advances in Deep Learning for Routing Problems 25 Mar 2022 | graphs deep-learning combinatorial-optimization travelling-salesperson-problem

computer-vision

• Deep Neural Nets: 33 years ago and 33 years from now (Invited Post) 26 Mar 2022 | historical computer-vision reproducibility

cross-domain

• Representation Change in Model-Agnostic Meta-Learning 25 Mar 2022 | meta-learning representation-learning domain-adaptation cross-domain

deep-learning

• A Deeper Look at Zero-Cost Proxies for Lightweight NAS 25 Mar 2022 | deep-learning automated-machine-learning architecture-search

• Normalization is dead, long live normalization! 25 Mar 2022 | normalization skip-connections residual-networks deep-learning

• "Auction Learning as a Two Player Game": GANs (?) for Mechanism Design 25 Mar 2022 | mechanism-design deep-learning auctions

• Does Adam Converge and When? 25 Mar 2022 | adam optimization deep-learning

• Recent Advances in Deep Learning for Routing Problems 25 Mar 2022 | graphs deep-learning combinatorial-optimization travelling-salesperson-problem

• Looking at the Performer from a Hopfield Point of View 25 Mar 2022 | deep-learning hopfield-networks associative-memory attention transformer

domain-adaptation

• Representation Change in Model-Agnostic Meta-Learning 25 Mar 2022 | meta-learning representation-learning domain-adaptation cross-domain

drug-discovery

• Generating Molecular Conformations via Normalizing Flows and Neural ODEs 25 Mar 2022 | cheminformatics drug-discovery generative-models

fairness

• On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections 25 Mar 2022 | graphs fairness representation-learning

few-shot-learning

• Understanding Few-Shot Multi-Task Representation Learning Theory 25 Mar 2022 | multi-task-learning few-shot-learning learning-theory

generalizability

• Loss Landscapes 01 Dec 2022 | optimization generalizability loss

generalization

• PPLM Revisited: Steering and Beaming a Lumbering Mammoth to Control Text Generation 25 Mar 2022 | natural-language-generation reproducibility generalization

generative-models

• An Understanding of Learning from Demonstrations for Neural Text Generation 25 Mar 2022 | natural-language-generation reinforcement-learning generative-models

• Generating Molecular Conformations via Normalizing Flows and Neural ODEs 25 Mar 2022 | cheminformatics drug-discovery generative-models

• The Annotated S4 25 Mar 2022 | transformer sequence-modeling generative-models

geometric-deep-learning

• Euclidean geometry meets graph, a geometric deep learning perspective 25 Mar 2022 | graphs geometric-deep-learning

graph-convolutions

• Learning to Coarsen Graphs with Graph Neural Networks 25 Mar 2022 | graphs relational-learning graph-convolutions

graphs

• Knowledge Graph Papers @ ICLR 2021 25 Mar 2022 | graphs knowledge-graph representation-learning

• Euclidean geometry meets graph, a geometric deep learning perspective 25 Mar 2022 | graphs geometric-deep-learning

• On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections 25 Mar 2022 | graphs fairness representation-learning

• Recent Advances in Deep Learning for Routing Problems 25 Mar 2022 | graphs deep-learning combinatorial-optimization travelling-salesperson-problem

• Learning to Coarsen Graphs with Graph Neural Networks 25 Mar 2022 | graphs relational-learning graph-convolutions

historical

• Deep Neural Nets: 33 years ago and 33 years from now (Invited Post) 26 Mar 2022 | historical computer-vision reproducibility

hopfield-networks

• Looking at the Performer from a Hopfield Point of View 25 Mar 2022 | deep-learning hopfield-networks associative-memory attention transformer

imitation-learning

• Rethinking ValueDice - Does It Really Improve Performance? 25 Mar 2022 | reinforcement-learning imitation-learning adversarial-learning

implementation-details

• The 37 Implementation Details of Proximal Policy Optimization 25 Mar 2022 | proximal-policy-optimization reproducibility reinforcement-learning implementation-details tutorial

knowledge-graph

• Knowledge Graph Papers @ ICLR 2021 25 Mar 2022 | graphs knowledge-graph representation-learning

learning-theory

• Understanding Few-Shot Multi-Task Representation Learning Theory 25 Mar 2022 | multi-task-learning few-shot-learning learning-theory

loss

• Loss Landscapes 01 Dec 2022 | optimization generalizability loss

mechanism-design

• "Auction Learning as a Two Player Game": GANs (?) for Mechanism Design 25 Mar 2022 | mechanism-design deep-learning auctions

memory

• Symbolic Binding in Neural Networks through Factorized Memory Systems 25 Mar 2022 | symbolic memory binding

meta-learning

• Representation Change in Model-Agnostic Meta-Learning 25 Mar 2022 | meta-learning representation-learning domain-adaptation cross-domain

multi-task-learning

• Understanding Few-Shot Multi-Task Representation Learning Theory 25 Mar 2022 | multi-task-learning few-shot-learning learning-theory

natural-language-generation

• An Understanding of Learning from Demonstrations for Neural Text Generation 25 Mar 2022 | natural-language-generation reinforcement-learning generative-models

• Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions 25 Mar 2022 | autoregressive non-monotonic natural-language-generation sinkhorn-distributions

• PPLM Revisited: Steering and Beaming a Lumbering Mammoth to Control Text Generation 25 Mar 2022 | natural-language-generation reproducibility generalization

non-monotonic

• Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions 25 Mar 2022 | autoregressive non-monotonic natural-language-generation sinkhorn-distributions

normalization

• Normalization is dead, long live normalization! 25 Mar 2022 | normalization skip-connections residual-networks deep-learning

optimization

• Loss Landscapes 01 Dec 2022 | optimization generalizability loss

• Does Adam Converge and When? 25 Mar 2022 | adam optimization deep-learning

proximal-policy-optimization

• The 37 Implementation Details of Proximal Policy Optimization 25 Mar 2022 | proximal-policy-optimization reproducibility reinforcement-learning implementation-details tutorial

reinforcement-learning

• An Understanding of Learning from Demonstrations for Neural Text Generation 25 Mar 2022 | natural-language-generation reinforcement-learning generative-models

• Rethinking ValueDice - Does It Really Improve Performance? 25 Mar 2022 | reinforcement-learning imitation-learning adversarial-learning

• The 37 Implementation Details of Proximal Policy Optimization 25 Mar 2022 | proximal-policy-optimization reproducibility reinforcement-learning implementation-details tutorial

relational-learning

• Learning to Coarsen Graphs with Graph Neural Networks 25 Mar 2022 | graphs relational-learning graph-convolutions

representation-learning

• Representation Change in Model-Agnostic Meta-Learning 25 Mar 2022 | meta-learning representation-learning domain-adaptation cross-domain

• Knowledge Graph Papers @ ICLR 2021 25 Mar 2022 | graphs knowledge-graph representation-learning

• On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections 25 Mar 2022 | graphs fairness representation-learning

reproducibility

• Deep Neural Nets: 33 years ago and 33 years from now (Invited Post) 26 Mar 2022 | historical computer-vision reproducibility

• The 37 Implementation Details of Proximal Policy Optimization 25 Mar 2022 | proximal-policy-optimization reproducibility reinforcement-learning implementation-details tutorial

• PPLM Revisited: Steering and Beaming a Lumbering Mammoth to Control Text Generation 25 Mar 2022 | natural-language-generation reproducibility generalization

residual-networks

• Normalization is dead, long live normalization! 25 Mar 2022 | normalization skip-connections residual-networks deep-learning

sequence-modeling

• The Annotated S4 25 Mar 2022 | transformer sequence-modeling generative-models

sinkhorn-distributions

• Discovering Non-Monotonic Autoregressive Ordering for Text Generation Models using Sinkhorn Distributions 25 Mar 2022 | autoregressive non-monotonic natural-language-generation sinkhorn-distributions

skip-connections

• Normalization is dead, long live normalization! 25 Mar 2022 | normalization skip-connections residual-networks deep-learning

symbolic

• Symbolic Binding in Neural Networks through Factorized Memory Systems 25 Mar 2022 | symbolic memory binding

transformer

• The Annotated S4 25 Mar 2022 | transformer sequence-modeling generative-models

• Looking at the Performer from a Hopfield Point of View 25 Mar 2022 | deep-learning hopfield-networks associative-memory attention transformer

travelling-salesperson-problem

• Recent Advances in Deep Learning for Routing Problems 25 Mar 2022 | graphs deep-learning combinatorial-optimization travelling-salesperson-problem

tutorial

• The 37 Implementation Details of Proximal Policy Optimization 25 Mar 2022 | proximal-policy-optimization reproducibility reinforcement-learning implementation-details tutorial