Dongzhan Zhou
18 papers · 2020–2026 · 9 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (32) π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π€ Dynamic Duo (15)
π€
Dynamic Duo
(15)
ποΈ
Keyword Collector
(86)
π₯
Unstoppable Β· Bronze
β‘
Prolific Year Β· Productive
π
Renaissance Researcher
(6)
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Century Club Β· Bronze
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Research topics
Artificial Intelligence
(11)
Core AI
(11)
Deep Learning
(6)
Machine Learning
(6)
Computer Vision
(4)
Natural Language Processing
(4)
Application Areas
(4)
Resources & Methods
(4)
Learning Types Β· Deep Learning
(3)
Learning Types Β· Machine Learning
(2)
Models
(2)
Optimization & Theory
(2)
Processing
(2)
Techniques
(2)
Computer Science
(1)
Keywords
audio-visual learning
(2)
neural architecture search
(2)
multi-agent system
(2)
sound separation
(2)
multimodal learning
(2)
optical character recognition
(2)
multimodal large language model
(2)
large language model
(2)
direct preference optimization
(1)
mathematical reasoning
(1)
reinforcement learning
(1)
document understanding
(1)
autonomous driving
(1)
point cloud
(1)
preference optimization
(1)
chain-of-thought reasoning
(1)
sound source localization
(1)
conditional generation
(1)
visual reasoning
(1)
data augmentation
(1)
Papers
Deep Research Arena: The First Exam of LLMsβ Research Abilities via Seminar-Grounded Tasks
AAAI 2026
Mitigating Low-Quality Reasoning in MLLMs: Self-Driven Refined Multimodal CoT with Selective Thinking and Step-wise Visual Enhancement
AAAI 2026
A CLIP-Powered Framework for Robust and Generalizable Data Selection
ICLR 2025
Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models
EMNLP 2025
ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area
AAAI 2025
CMT: A Cascade MAR with Topology Predictor for Multimodal Conditional CAD Generation
ICCV 2025
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning
CVPR 2025
LLaMA-Berry: Pairwise Optimization for Olympiad-level Mathematical Reasoning via O1-like Monte Carlo Tree Search
NAACL 2025
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
ICLR 2025
When Dynamic Data Selection Meets Data Augmentation: Achieving Enhanced Training Acceleration
ICML 2025
LOCR: Location-Guided Transformer for Optical Character Recognition
EMNLP 2024
Ref-AVS: Refer and Segment Objects in Audio-Visual Scenes
ECCV 2024
Exploiting Visual Context Semantics for Sound Source Localization
WACV 2023
SeCo: Separating Unknown Musical Visual Sounds With Consistency Guidance
WACV 2023
SepFusion: Finding Optimal Fusion Structures for Visual Sound Separation
AAAI 2022
Delving Into Localization Errors for Monocular 3D Object Detection
CVPR 2021
Cheaper Pre-training Lunch: An Efficient Paradigm for Object Detection
ECCV 2020
EcoNAS: Finding Proxies for Economical Neural Architecture Search
CVPR 2020