Liam Collins

1. Exploiting Shared Representations for Personalized Federated Learning
   2021/02/14 by Liam Collins, Collins, Liam, Hamed Hassani +5 · 33 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Privacy-Preserving Technologies in Data #Advanced Neural Network Applications
2. InfoNCE Loss Provably Learns Cluster-Preserving Representations
   2023/02/15 by Advait Parulekar, Liam Collins, Parulekar, Advait +6 · 10 citations
   Computer Science · #AI in cancer detection #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG)
3. In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness
   2024/02/18 by Liam Collins, Advait Parulekar, Collins, Liam +7 · 7 citations
   Computer Science · Neuroscience · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural dynamics and brain function
4. Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks
   2023/07/13 by Liam Collins, Hamed Hassani, Collins, Liam +7 · 2 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques #Adversarial Robustness in Machine Learning
5. Imaging Mechanism for Hyperspectral Scanning Probe Microscopy via\n Gaussian Process Modelling
   2019/11/26 by Maxim Ziatdinov, Dohyung Kim, Ziatdinov, Maxim +13 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Engineering · Physics and Astronomy · #Advanced Fluorescence Microscopy Techniques #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci) #Photoacoustic and Ultrasonic Imaging
6. Fast Scanning Probe Microscopy via Machine Learning: Non-rectangular\n scans with compressed sensing and Gaussian process optimization
   2020/04/23 by Kyle P. Kelley, Maxim Ziatdinov, Kelley, Kyle P. +13 · 1 citation
   Physics and Astronomy · Engineering · #Force Microscopy Techniques and Applications #Near-Field Optical Microscopy #Piezoelectric Actuators and Control
7. MAML and ANIL Provably Learn Representations
   2022/02/07 by Liam Collins, Collins, Liam, Aryan Mokhtari +5 · 1 citation
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning and Data Classification
8. Auto-3DPFM: Automating Polarization-Vector Mapping at the Nanoscale
   2025/12/10 by Ralph Bulanadi, Martí Checa, Bulanadi, Ralph +20 · 2 citations
   Engineering · Materials Science · #FOS: Physical sciences #Ferroelectric and Negative Capacitance Devices #Ferroelectric and Piezoelectric Materials #Materials Science (cond-mat.mtrl-sci) #Piezoelectric Actuators and Control
9. Dynamics of Null and Electrostatic Blind Spots for Quantitative PFM
   2026/07/29 by Marti Checa, Holland Swicegood, Ruben Millan-Solsona +5
   Physics and Astronomy · #cond-mat.mtrl-sci
10. Beyond Fixed Depths and Widths: Optimizing Textual Decoding Tries in LLM-based Generative Recommendation
    2026/07/18 by Jingzhe Liu, Hanbing Wang, Jiliang Tang +4
    #cs.IR
11. AEcroscopyWave: Towards Self-Driving Characterization Platforms for Agentic AI
    2026/07/25 by Yongtao Liu, Jawad Chowdhury, Ganesh Narasimha +8
    #cond-mat.mtrl-sci