Ran Tian
8 papers · 2014–2026 · 6 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (18) π£ Hot Topic Early Bird
π
Renaissance Researcher
(6)
Top co-authors
Research topics
Machine Learning
(3)
Artificial Intelligence
(2)
Deep Learning
(2)
Natural Language Processing
(2)
Core AI
(2)
Learning Types Β· Machine Learning
(2)
Understanding
(2)
Interdisciplinary
(1)
Knowledge & Reasoning
(1)
Mathematics & Optimization
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Architectures
(1)
Core Methods
(1)
Learning Types Β· Deep Learning
(1)
Keywords
semi-supervised learning
(1)
matrix factorization
(1)
bounded rationality
(1)
data augmentation
(1)
chain-of-thought reasoning
(1)
named entity recognition
(1)
autonomous driving
(1)
knowledge base completion
(1)
distributional semantics
(1)
world model
(1)
markov game
(1)
relation embedding
(1)
vision-language-action model
(1)
formal semantics
(1)
semantic composition
(1)
compositional semantics
(1)
word vector
(1)
cumulative prospect theory
(1)
logical semantics
(1)
compositional constraint
(1)
Papers
Latent Chain-of-Thought World Modeling for End-to-End Autonomous Driving
CVPR 2026
Bounded Risk-Sensitive Markov Games: Forward Policy Design and Inverse Reward Learning with Iterative Reasoning and Cumulative Prospect Theory
AAAI 2021
Local Additivity Based Data Augmentation for Semi-supervised NER
EMNLP 2020
Interpretable and Compositional Relation Learning by Joint Training with an Autoencoder
ACL 2018
The Challenge of Composition in Distributional and Formal Semantics
IJCNLP 2017
Dynamic Entity Representation with Max-pooling Improves Machine Reading
NAACL 2016
Learning Semantically and Additively Compositional Distributional Representations
ACL 2016
Logical Inference on Dependency-based Compositional Semantics
ACL 2014