Liam Collins

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 17

Top Topics

Learning Process

Inductive Learning

Empirical Risk Minimization

Top Venues

Publications

Liam Collins, Advait Parulekar, Aryan Mokhtari, Sujay Sanghavi, Sanjay Shakkottai
In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness. CoRR (2024)
Liam Collins, Shanshan Wu, Sewoong Oh, Khe Chai Sim
Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning. CoRR (2023)
Liam Collins, Hamed Hassani, Mahdi Soltanolkotabi, Aryan Mokhtari, Sanjay Shakkottai
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks. CoRR (2023)
Advait Parulekar, Liam Collins, Karthikeyan Shanmugam, Aryan Mokhtari, Sanjay Shakkottai
InfoNCE Loss Provably Learns Cluster-Preserving Representations. COLT (2023)
Jerry Gu, Liam Collins, Debashri Roy, Aryan Mokhtari, Sanjay Shakkottai, Kaushik R. Chowdhury
Meta-Learning for Image-Guided Millimeter-Wave Beam Selection in Unseen Environments. ICASSP (2023)
Advait Parulekar, Liam Collins, Karthikeyan Shanmugam, Aryan Mokhtari, Sanjay Shakkottai
InfoNCE Loss Provably Learns Cluster-Preserving Representations. CoRR (2023)
Liam Collins, Aryan Mokhtari, Sanjay Shakkottai
How Does the Task Landscape Affect MAML Performance? CoLLAs (2022)
Liam Collins, Aryan Mokhtari, Sewoong Oh, Sanjay Shakkottai
MAML and ANIL Provably Learn Representations. CoRR (2022)
Liam Collins, Hamed Hassani, Aryan Mokhtari, Sanjay Shakkottai
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning. NeurIPS (2022)
Liam Collins, Aryan Mokhtari, Sewoong Oh, Sanjay Shakkottai
MAML and ANIL Provably Learn Representations. ICML (2022)
Liam Collins, Hamed Hassani, Aryan Mokhtari, Sanjay Shakkottai
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning. CoRR (2022)
Liam Collins, Hamed Hassani, Aryan Mokhtari, Sanjay Shakkottai
Exploiting Shared Representations for Personalized Federated Learning. CoRR (2021)
Liam Collins, Hamed Hassani, Aryan Mokhtari, Sanjay Shakkottai
Exploiting Shared Representations for Personalized Federated Learning. ICML (2021)
Liam Collins, Aryan Mokhtari, Sanjay Shakkottai
Task-Robust Model-Agnostic Meta-Learning. NeurIPS (2020)
Liam Collins, Aryan Mokhtari, Sanjay Shakkottai
Distribution-Agnostic Model-Agnostic Meta-Learning. CoRR (2020)
Liam Collins, Aryan Mokhtari, Sanjay Shakkottai
Why Does MAML Outperform ERM? An Optimization Perspective. CoRR (2020)
Liam Collins, Stefan Eylott, John Leedale, T. C. Nicholas Graham
Alaska Steve: Using Virtual Reality to Enhance a 2D Platforming Game. CHI PLAY (2015)