Liam Collins
8 papers · 2020–2026 · 4 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (3) π§ Keyword Pioneer π£ Hot Topic Early Bird π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (24)
π
Cross-Pollinator
(8)
π₯
Unstoppable
(5)
Conferences
ICML (3)
NIPS (3)
ACL (1)
COLT (1)
Top co-authors
Keywords
representation learning
(4)
multi-task learning
(2)
few-shot learning
(2)
contrastive learning
(1)
in-context learning
(1)
information retrieval
(1)
distributed learning
(1)
neural network optimization
(1)
feature representation
(1)
worst-case performance
(1)
local updates
(1)
multi-task regression
(1)
heterogeneous datum
(1)
text embedding
(1)
regression task
(1)
non-i.i.d. datum
(1)
min-max optimization
(1)
softmax attention
(1)
function lipschitzness
(1)
nearest-neighbor predictor
(1)
Papers
Hierarchical Token Prepending: Enhancing Information Flow in Decoder-based LLM Embeddings
ACL 2026
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks
ICML 2024
In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness
NIPS 2024
InfoNCE Loss Provably Learns Cluster-Preserving Representations
COLT 2023
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning
NIPS 2022
MAML and ANIL Provably Learn Representations
ICML 2022
Exploiting Shared Representations for Personalized Federated Learning
ICML 2021
Task-Robust Model-Agnostic Meta-Learning
NIPS 2020