Qian Huang
14 papers · 2018–2026 · 7 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (33) 🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird
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Mega-Team · Squad
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Grand Slam
🧬
Topic Evolution
💎
Century Club · Bronze
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Keyword Collector
(70)
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Unstoppable · Bronze
Top co-authors
Research topics
Machine Learning
(10)
Artificial Intelligence
(9)
Core AI · Artificial Intelligence
(9)
Core Methods
(6)
Learning Types
(5)
Deep Learning
(4)
Natural Language Processing
(3)
Architectures
(3)
Applications
(2)
Resources & Methods
(2)
Computer Vision
(1)
Knowledge & Reasoning
(1)
Application Areas
(1)
Core AI · Computer Vision
(1)
Domain-Specific
(1)
Keywords
large language model
(3)
relational reasoning
(2)
graph neural network
(2)
in-context learning
(2)
knowledge distillation
(1)
program synthesis
(1)
few-shot learning
(1)
language modeling
(1)
model robustness
(1)
inductive reasoning
(1)
document understanding
(1)
multispectral imaging
(1)
information retrieval
(1)
graph representation
(1)
knowledge base
(1)
question answering
(1)
set representation
(1)
reflectance estimation
(1)
experiment design
(1)
label propagation
(1)
Papers
FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation
AAAI 2026
BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments
ICLR 2025
AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning
NeurIPS 2024
FedDGL: Federated Dynamic Graph Learning for Temporal Evolution and Data Heterogeneity
ACML 2024
MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
ICML 2024
STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases
NeurIPS 2024
Lexinvariant Language Models
NeurIPS 2023
Parsel🐍: Algorithmic Reasoning with Language Models by Composing Decompositions
NeurIPS 2023
PRODIGY: Enabling In-context Learning Over Graphs
NeurIPS 2023
Few-shot Relational Reasoning via Connection Subgraph Pretraining
NeurIPS 2022
Combining Label Propagation and Simple Models out-performs Graph Neural Networks
ICLR 2021
Better Set Representations For Relational Reasoning
NeurIPS 2020
Enhancing Adversarial Example Transferability With an Intermediate Level Attack
ICCV 2019
Multispectral Image Intrinsic Decomposition via Subspace Constraint
CVPR 2018