Ran Liu
11 papers · 2021–2025 · 6 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird πΊοΈ Taxonomy Completionist (32) π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Bronze π Triple Crown
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Keyword Collector
(54)
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Prolific Year Β· Productive
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Unstoppable Β· Bronze
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The Questioner
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Century Club Β· Bronze
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Renaissance Researcher
(6)
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Research topics
Deep Learning
(10)
Machine Learning
(8)
Learning Types Β· Deep Learning
(6)
Learning Types Β· Machine Learning
(6)
Core Methods
(5)
Artificial Intelligence
(3)
Architectures
(3)
Natural Language Processing
(2)
Core AI
(2)
Generation
(2)
Optimization & Theory
(2)
Techniques
(2)
Computer Vision
(1)
Healthcare & Medicine
(1)
Mathematics & Optimization
(1)
Keywords
self-supervised learning
(5)
representation learning
(4)
large language model
(2)
transformer architecture
(1)
reinforcement learning
(1)
semantic segmentation
(1)
contrastive learning
(1)
few-shot learning
(1)
robotic manipulation
(1)
domain generalization
(1)
optimal transport
(1)
text summarization
(1)
medical imaging
(1)
data augmentation
(1)
prompt engineering
(1)
sample efficiency
(1)
time series classification
(1)
message passing
(1)
neural activity
(1)
neural decoding
(1)
Papers
Can Language Models Capture Human Writing Preferences for Domain-Specific Text Summarization?
ACL 2025
Balanced Data, Imbalanced Spectra: Unveiling Class Disparities with Spectral Imbalance
ICML 2024
GAFormer: Enhancing Timeseries Transformers Through Group-Aware Embeddings
ICLR 2024
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration
WACV 2024
SumSurvey: An Abstractive Dataset of Scientific Survey Papers for Long Document Summarization
ACL 2024
Your contrastive learning problem is secretly a distribution alignment problem
NeurIPS 2024
Half-Hop: A graph upsampling approach for slowing down message passing
ICML 2023
MTNeuro: A Benchmark for Evaluating Representations of Brain Structure Across Multiple Levels of Abstraction
NeurIPS 2022
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers
NeurIPS 2022
Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity
NeurIPS 2021
"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer
CoRL 2021