Minghao Guo
17 papers · 2018–2026 · 9 venues · across top CS/AI venues
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Achievements
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ποΈ
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(88)
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Renaissance Researcher
(7)
π₯
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Conference Pioneer
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Century Club Β· Bronze
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Research topics
Machine Learning
(11)
Artificial Intelligence
(8)
Deep Learning
(7)
Core AI
(7)
Optimization & Theory
(6)
Application Areas
(5)
Learning Types Β· Machine Learning
(5)
Learning Types Β· Deep Learning
(4)
Computer Vision
(3)
Analysis
(3)
Models
(3)
Natural Language Processing
(2)
Applications
(2)
Architectures
(2)
Core Methods
(2)
Keywords
3d reconstruction
(2)
data-efficient learning
(2)
graph grammar
(2)
neural architecture search
(2)
neural network optimization
(2)
adversarial robustness
(2)
robotic manipulation
(1)
network architecture
(1)
reinforcement learning
(1)
optimal transport
(1)
data augmentation
(1)
question answering
(1)
text generation
(1)
markov decision process
(1)
model robustness
(1)
markov chain monte carlo
(1)
inverse reinforcement learning
(1)
hyperparameter learning
(1)
program synthesis
(1)
hierarchical planning
(1)
Papers
DeepSieve: Information Sieving via LLM-as-a-Knowledge-Router
EACL 2026
Neural Geometry Image-Based Representations with Optimal Transport (OT)
WACV 2026
A0: An Affordance-Aware Hierarchical Model for General Robotic Manipulation
ICCV 2025
Procedural Synthesis of Synthesizable Molecules
ICLR 2025
TetSphere Splatting: Representing High-Quality Geometry with Lagrangian Volumetric Meshes
ICLR 2025
LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery
ICML 2024
Physically Compatible 3D Object Modeling from a Single Image
NeurIPS 2024
Representing Molecules as Random Walks Over Interpretable Grammars
ICML 2024
Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction
ICML 2023
OpenRT: An Open-source Framework for Reasoning Over Tabular Data
ACL 2023
Data-Efficient Graph Grammar Learning for Molecular Generation
ICLR 2022
Towards Evaluating and Training Verifiably Robust Neural Networks
CVPR 2021
When NAS Meets Robustness: In Search of Robust Architectures Against Adversarial Attacks
CVPR 2020
AM-LFS: AutoML for Loss Function Search
ICCV 2019
IRLAS: Inverse Reinforcement Learning for Architecture Search
CVPR 2019
Online Hyper-Parameter Learning for Auto-Augmentation Strategy
ICCV 2019
Dual-Agent Deep Reinforcement Learning for Deformable Face Tracking
ECCV 2018