Hongyu Ren
20 papers · 2018–2024 · 8 venues · across top CS/AI venues
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Achievements
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π£ Hot Topic Early Bird π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Silver πΊοΈ Taxonomy Completionist (35)
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Topic Evolution
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Dynamic Duo
(14)
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(92)
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Century Club Β· Bronze
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Research topics
Machine Learning
(11)
Deep Learning
(9)
Artificial Intelligence
(8)
Core AI
(8)
Knowledge & Reasoning
(6)
Architectures
(6)
Core Methods
(5)
Representation
(5)
Learning Types
(4)
Natural Language Processing
(3)
Applications
(3)
Optimization & Theory
(3)
Learning Paradigms
(2)
Models
(2)
Reasoning
(2)
Keywords
knowledge graph
(10)
graph neural network
(7)
question answering
(3)
link prediction
(2)
query answering
(2)
inductive reasoning
(2)
commonsense reasoning
(2)
large language model
(2)
multi-agent system
(2)
semi-supervised learning
(1)
variational inference
(1)
imitation learning
(1)
game theory
(1)
structured prediction
(1)
benchmark evaluation
(1)
representation learning
(1)
self-attention mechanism
(1)
visual question answering
(1)
image generation
(1)
logical reasoning
(1)
Papers
MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration
EMNLP 2024
High dimensional, tabular deep learning with an auxiliary knowledge graph
NeurIPS 2023
PRODIGY: Enabling In-context Learning Over Graphs
NeurIPS 2023
VQA-GNN: Reasoning with Multimodal Knowledge via Graph Neural Networks for Visual Question Answering
ICCV 2023
Deep Bidirectional Language-Knowledge Graph Pretraining
NeurIPS 2022
Few-shot Relational Reasoning via Connection Subgraph Pretraining
NeurIPS 2022
GreaseLM: Graph REASoning Enhanced Language Models
ICLR 2022
Inductive Logical Query Answering in Knowledge Graphs
NeurIPS 2022
Combiner: Full Attention Transformer with Sparse Computation Cost
NeurIPS 2021
LEGO: Latent Execution-Guided Reasoning for Multi-Hop Question Answering on Knowledge Graphs
ICML 2021
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones
NeurIPS 2021
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering
NAACL 2021
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs
NeurIPS 2020
Graph Information Bottleneck
NeurIPS 2020
OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation
UAI 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs
NeurIPS 2020
Adaptive Antithetic Sampling for Variance Reduction
ICML 2019
Adversarial Constraint Learning for Structured Prediction
IJCAI 2018
Bias and Generalization in Deep Generative Models: An Empirical Study
NeurIPS 2018
Multi-Agent Generative Adversarial Imitation Learning
NeurIPS 2018