Liam Collins

According to our database, Liam Collins authored at least 19 papers between 2015 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of three.

2025

Generative Recommendation with Semantic IDs: A Practitioner's Handbook.

Clark Mingxuan Ju, Liam Collins, Leonardo Neves, Bhuvesh Kumar, Louis Yufeng Wang, Tong Zhao, Neil Shah

CoRR, July, 2025

Revisiting Self-attention for Cross-domain Sequential Recommendation.

Clark Mingxuan Ju, Leonardo Neves, Bhuvesh Kumar, Liam Collins, Tong Zhao, Yuwei Qiu, Qing Dou, Sohail Nizam, Sen Yang, Neil Shah

CoRR, May, 2025

A Bi-channel Aided Stitching of Atomic Force Microscopy Images.

Huanhuan Zhao, Ruben Millan-Solsona, Checa Nualart Marti, Spenser R. Brown, Jennifer Lynn Morrell-Falvey, Liam Collins, Arpan Biswas

CoRR, March, 2025

Learning Universal User Representations Leveraging Cross-domain User Intent at Snapchat.

Clark Mingxuan Ju, Leonardo Neves, Bhuvesh Kumar, Liam Collins, Tong Zhao, Yuwei Qiu, Qing Dou, Yang Zhou, Sohail Nizam, Rengim Aykan Ozturk, Yvette Liu, Sen Yang, Manish Malik, Neil Shah

Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2025

2024

Meta-Learning Adaptable Foundation Models.

Jacob L. Block, Sundararajan Srinivasan, Liam Collins, Aryan Mokhtari, Sanjay Shakkottai

CoRR, 2024

In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness.

Liam Collins, Advait Parulekar, Aryan Mokhtari, Sujay Sanghavi, Sanjay Shakkottai

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks.

Liam Collins, Hamed Hassani, Mahdi Soltanolkotabi, Aryan Mokhtari, Sanjay Shakkottai

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Image Segmentation of Bacterial Biofilms to Study Pathogen-Surface Interactions.

Sita Sirisha Madugula, Blythe Dumerer, Ruben Millan-Solsona, Checa Nualart Marti, Liam Collins, Rama K. Vasudevan, Retterer Scott, Lance Zhang, Spencer Cox, Jennifer Lynn Morrell-Falvey

Proceedings of the IEEE International Conference on Big Data, 2024

2023

Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning.

Liam Collins, Shanshan Wu, Sewoong Oh, Khe Chai Sim

CoRR, 2023

Meta-Learning for Image-Guided Millimeter-Wave Beam Selection in Unseen Environments.

Jerry Gu, Liam Collins, Debashri Roy, Aryan Mokhtari, Sanjay Shakkottai, Kaushik R. Chowdhury

Proceedings of the IEEE International Conference on Acoustics, 2023

InfoNCE Loss Provably Learns Cluster-Preserving Representations.

Advait Parulekar, Liam Collins, Karthikeyan Shanmugam, Aryan Mokhtari, Sanjay Shakkottai

Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

2022

FedAvg with Fine Tuning: Local Updates Lead to Representation Learning.

Liam Collins, Hamed Hassani, Aryan Mokhtari, Sanjay Shakkottai

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

MAML and ANIL Provably Learn Representations.

Liam Collins, Aryan Mokhtari, Sewoong Oh, Sanjay Shakkottai

Proceedings of the International Conference on Machine Learning, 2022

How Does the Task Landscape Affect MAML Performance?

Liam Collins, Aryan Mokhtari, Sanjay Shakkottai

Proceedings of the Conference on Lifelong Learning Agents, 2022

2021

Exploiting Shared Representations for Personalized Federated Learning.

Liam Collins, Hamed Hassani, Aryan Mokhtari, Sanjay Shakkottai

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Why Does MAML Outperform ERM? An Optimization Perspective.

Liam Collins, Aryan Mokhtari, Sanjay Shakkottai

CoRR, 2020

Distribution-Agnostic Model-Agnostic Meta-Learning.

Liam Collins, Aryan Mokhtari, Sanjay Shakkottai

CoRR, 2020

Task-Robust Model-Agnostic Meta-Learning.

Liam Collins, Aryan Mokhtari, Sanjay Shakkottai

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2015

Alaska Steve: Using Virtual Reality to Enhance a 2D Platforming Game.

Liam Collins, Stefan Eylott, John Leedale, T. C. Nicholas Graham

Proceedings of the 2015 Annual Symposium on Computer-Human Interaction in Play, 2015