Tianyi Ma
16 papers · 2019–2026 · 8 venues · across top CS/AI venues
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π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (47) π Academic Marathon Β· Sprint π Century Club Β· Bronze
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Artificial Intelligence
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Machine Learning
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Natural Language Processing
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Computer Vision
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Healthcare & Medicine
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Knowledge & Reasoning
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Keywords
large language model
(5)
graph neural network
(4)
question answering
(3)
prompt learning
(2)
knowledge graph
(2)
domain adaptation
(2)
domain generalization
(2)
contrastive learning
(2)
vision-language navigation
(2)
scene understanding
(1)
prompt-based learning
(1)
text generation
(1)
embodied ai
(1)
natural language understanding
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few-shot learning
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emotion detection
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knowledge distillation
(1)
pretraining
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class imbalance
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model editing
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Papers
AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering
ACL 2026
Breaking Down and Building Up: Mixture of Skill-Based Vision-and-Language Navigation Agents
ACL 2026
Diagnosing Hidden Instabilities in Model Editing via Uncertainty Quantification
ACL 2026
Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry
ACL 2026
Beyond Message Passing: Neural Graph Pattern Machine
ICML 2025
Can LLMs Convert Graphs to Text-Attributed Graphs?
NAACL 2025
Disentangle Source and Target Knowledge for Continual Test-Time Adaptation
WACV 2025
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection
ACL 2025
NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning
ACL 2025
PsyScam: A Benchmark for Psychological Techniques in Real-World Scams
EMNLP 2025
RASPberry: Retrieval-Augmented Monte Carlo Tree Self-Play with Reasoning Consistency for Multi-Hop Question Answering
ACL 2025
Satisficing Regret Minimization in Bandits
ICLR 2025
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees
ICML 2025
Vision-and-Language Navigation with Analogical Textual Descriptions in LLMs
EMNLP 2025
ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification
CVPR 2023
Design and Implementation of a Disambiguity Framework for Smart Voice Controlled Devices
IJCAI 2019