Siyuan Li

85 papers · 2019–2026 · 12 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (14) 🧭 Keyword Pioneer 🌍 Conference Polyglot (12) 🏃 Academic Marathon (7) 🐝 Cross-Pollinator (12) 👑 Triple Crown 🤝 Dynamic Duo (32) 🔬 Deep Specialist (11) 🧬 Topic Evolution 🏆 Grand Slam 💎 Century Club (80) 🗃️ Keyword Collector (344) ⚡ Prolific Year (14) 🔥 Unstoppable (8) 📈 Trend Setter

Conferences

CVPR (18) AAAI (14) NIPS (13) ICLR (12) ICML (7) ECCV (6) IJCAI (6) ICCV (4) WACV (2) ACL (1) COLING (1) EMNLP (1)

Top co-authors

Stan Z. Li (33) Cheng Tan (22) Zicheng Liu (16) Lirong Wu (15) Zhangyang Gao (15) Zedong Wang (10) Yufei Huang (10) Haitao Lin (9) Luc Van Gool (8) Fisher Yu (7)

Research topics

Computer Vision (2)

Keywords

representation learning (8) large language model (7) graph neural network (5) contrastive learning (5) depth estimation (3) few-shot learning (3) zero-shot learning (3) object detection (3) 3d reconstruction (3) semi-supervised learning (3) diffusion model (3) hierarchical reinforcement learning (3) data augmentation (2) vision transformer (2) reinforcement learning (2) domain adaptation (2) imitation learning (2) benchmark evaluation (2) deep reinforcement learning (2) image generation (2)

Papers

MrCoM: A Meta-Regularized World-Model Generalizing Across Multi-Scenarios AAAI 2026

Model-Agnostic Sentiment Distribution Stability Analysis for Robust LLM-Generated Texts Detection AAAI 2026

MergeDNA: Context-Aware Genome Modeling with Dynamic Tokenization Through Token Merging AAAI 2026

Interpreting Fedspeak with Confidence: A LLM-Based Uncertainty-Aware Framework Guided by Monetary Policy Transmission Paths AAAI 2026

TrinityDNA: A Bio-Inspired Foundational Model for Efficient Long-Sequence DNA Modeling AAAI 2026

Any Detector Can Detect Anything WACV 2026

MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and Quantization CVPR 2025

Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation CVPR 2025

DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing CVPR 2025

Samba: Synchronized Set-of-Sequences Modeling for Multiple Object Tracking ICLR 2025

Towards Homogeneous Lexical Tone Decoding from Heterogeneous Intracranial Recordings ICLR 2025

SketchAgent: Generating Structured Diagrams from Hand-Drawn Sketches IJCAI 2025

Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing AAAI 2025

Dual-branch Graph Feature Learning for NLOS Imaging AAAI 2025

Safe Planner: Empowering Safety Awareness in Large Pre-Trained Models for Robot Task Planning AAAI 2025

SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks AAAI 2025

Taming LLMs with Gradient Grouping ACL 2025

Enhancing Rumor Detection Methods with Propagation Structure Infused Language Model COLING 2025

MeToken: Uniform Micro-environment Token Boosts Post-Translational Modification Prediction ICLR 2025

EVA: Geometric Inverse Design for Fast Protein Motif-Scaffolding with Coupled Flow ICLR 2025

3D-MOOD: Lifting 2D to 3D for Monocular Open-Set Object Detection ICCV 2025

Multi-View 3D Point Tracking ICCV 2025

Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning ICCV 2025

SOLAR: Serendipity Optimized Language Model Aligned for Recommendation EMNLP 2025

One2Any: One-Reference 6D Pose Estimation for Any Object CVPR 2025

From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing CVPR 2025

UniK3D: Universal Camera Monocular 3D Estimation CVPR 2025

Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025

Matching Anything by Segmenting Anything CVPR 2024

Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models NIPS 2024

TopoFR: A Closer Look at Topology Alignment on Face Recognition NIPS 2024

Instructor-inspired Machine Learning for Robust Molecular Property Prediction NIPS 2024

PhyloGen: Language Model-Enhanced Phylogenetic Inference via Graph Structure Generation NIPS 2024

UniIF: Unified Molecule Inverse Folding NIPS 2024

Wavelet-Driven Spatiotemporal Predictive Learning: Bridging Frequency and Time Variations AAAI 2024

Protein 3D Graph Structure Learning for Robust Structure-Based Protein Property Prediction AAAI 2024

Robust Visual Imitation Learning with Inverse Dynamics Representations AAAI 2024

UniDepth: Universal Monocular Metric Depth Estimation CVPR 2024

FaceChain-ImagineID: Freely Crafting High-Fidelity Diverse Talking Faces from Disentangled Audio CVPR 2024

Walker: Self-supervised Multiple Object Tracking by Walking on Temporal Object Appearance Graphs ECCV 2024

"SLAck: Semantic, Location, and Appearance Aware Open-Vocabulary Tracking" ECCV 2024

Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training ECCV 2024

MAPE-PPI: Towards Effective and Efficient Protein-Protein Interaction Prediction via Microenvironment-Aware Protein Embedding ICLR 2024

RDesign: Hierarchical Data-efficient Representation Learning for Tertiary Structure-based RNA Design ICLR 2024

KW-Design: Pushing the Limit of Protein Design via Knowledge Refinement ICLR 2024

SemiReward: A General Reward Model for Semi-supervised Learning ICLR 2024

MogaNet: Multi-order Gated Aggregation Network ICLR 2024

Re-Dock: Towards Flexible and Realistic Molecular Docking with Diffusion Bridge ICML 2024

VQDNA: Unleashing the Power of Vector Quantization for Multi-Species Genomic Sequence Modeling ICML 2024

Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences ICML 2024

Learning to Predict Mutational Effects of Protein-Protein Interactions by Microenvironment-aware Hierarchical Prompt Learning ICML 2024

LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory IJCAI 2024

IMM: An Imitative Reinforcement Learning Approach with Predictive Representation Learning for Automatic Market Making IJCAI 2024

MacMic: Executing Iceberg Orders via Hierarchical Reinforcement Learning IJCAI 2024

Mole-BERT: Rethinking Pre-training Graph Neural Networks for Molecules ICLR 2023

Understanding the Limitations of Deep Models for Molecular property prediction: Insights and Solutions NIPS 2023

Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning CVPR 2023

OVTrack: Open-Vocabulary Multiple Object Tracking CVPR 2023

Cascade-DETR: Delving into High-Quality Universal Object Detection ICCV 2023

CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition With Variational Alignment CVPR 2023

OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning NIPS 2023

Functional-Group-Based Diffusion for Pocket-Specific Molecule Generation and Elaboration NIPS 2023

Harnessing Hard Mixed Samples with Decoupled Regularizer NIPS 2023

Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery AAAI 2023

CLIP-ReID: Exploiting Vision-Language Model for Image Re-identification without Concrete Text Labels AAAI 2023

Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN ICML 2023

Rethinking Explaining Graph Neural Networks via Non-parametric Subgraph Matching ICML 2023

Behavior Contrastive Learning for Unsupervised Skill Discovery ICML 2023

Active Hierarchical Exploration with Stable Subgoal Representation Learning ICLR 2022

CUP: Critic-Guided Policy Reuse NIPS 2022

Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning NIPS 2022

Generalized Clustering and Multi-Manifold Learning With Geometric Structure Preservation WACV 2022

DLME: Deep Local-Flatness Manifold Embedding ECCV 2022

Tracking Every Thing in the Wild ECCV 2022

AutoMix: Unveiling the Power of Mixup for Stronger Classifiers ECCV 2022

Hyperspherical Consistency Regularization CVPR 2022

UMT: Unified Multi-Modal Transformers for Joint Video Moment Retrieval and Highlight Detection CVPR 2022

Style Transformer for Image Inversion and Editing CVPR 2022

Deep Reinforcement Learning with Hierarchical Structures IJCAI 2021

Offline Reinforcement Learning with Reverse Model-based Imagination NIPS 2021

Learning Subgoal Representations with Slow Dynamics ICLR 2021

TLPG-Tracker: Joint Learning of Target Localization and Proposal Generation for Visual Tracking IJCAI 2020

Deformation-Aware Unpaired Image Translation for Pose Estimation on Laboratory Animals CVPR 2020

Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards NIPS 2019

Single Image Deraining: A Comprehensive Benchmark Analysis CVPR 2019