Ran Liu
11 papers · 2021–2025 · 6 conferences · across top CS/AI conferences
Achievements
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π Cross-Pollinator (13) π Conference Polyglot (6) π Interdisciplinary Bridge π§ Keyword Pioneer π Renaissance Researcher (7)
πΊοΈ
Taxonomy Completionist
(32)
π
Interdisciplinary Bridge
π
Triple Crown
β‘
Prolific Year
(5)
β
The Questioner
π₯
Unstoppable
(5)
π
Century Club
(11)
Conferences
NIPS (4)
ACL (2)
ICML (2)
CORL (1)
ICLR (1)
WACV (1)
Top co-authors
Keywords
self-supervised learning
(4)
representation learning
(3)
large language model
(2)
reinforcement learning
(1)
sample efficiency
(1)
few-shot learning
(1)
robotic manipulation
(1)
domain generalization
(1)
optimal transport
(1)
medical imaging
(1)
prompt engineering
(1)
text summarization
(1)
message passing
(1)
neural activity
(1)
distribution shift
(1)
disentangled representation
(1)
variational autoencoder
(1)
language model
(1)
distribution alignment
(1)
human preference
(1)
Papers
Can Language Models Capture Human Writing Preferences for Domain-Specific Text Summarization?
ACL 2025
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration
WACV 2024
Your contrastive learning problem is secretly a distribution alignment problem
NIPS 2024
SumSurvey: An Abstractive Dataset of Scientific Survey Papers for Long Document Summarization
ACL 2024
GAFormer: Enhancing Timeseries Transformers Through Group-Aware Embeddings
ICLR 2024
Balanced Data, Imbalanced Spectra: Unveiling Class Disparities with Spectral Imbalance
ICML 2024
Half-Hop: A graph upsampling approach for slowing down message passing
ICML 2023
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers
NIPS 2022
MTNeuro: A Benchmark for Evaluating Representations of Brain Structure Across Multiple Levels of Abstraction
NIPS 2022
Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity
NIPS 2021
"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer
CORL 2021