Siyuan Li

MrCoM: A Meta-Regularized World-Model Generalizing Across Multi-Scenarios AAAI 2026 MergeDNA: Context-Aware Genome Modeling with Dynamic Tokenization Through Token Merging AAAI 2026 Any Detector Can Detect Anything WACV 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 Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting ACL 2026 Model-Agnostic Sentiment Distribution Stability Analysis for Robust LLM-Generated Texts Detection AAAI 2026 DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing CVPR 2025 UniK3D: Universal Camera Monocular 3D Estimation 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 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 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 Multi-View 3D Point Tracking ICCV 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 SketchAgent: Generating Structured Diagrams from Hand-Drawn Sketches IJCAI 2025 Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025 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 Instructor-inspired Machine Learning for Robust Molecular Property Prediction NIPS 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 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 Matching Anything by Segmenting Anything CVPR 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 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 OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning NIPS 2023 Understanding the Limitations of Deep Models for Molecular property prediction: Insights and Solutions NIPS 2023 Harnessing Hard Mixed Samples with Decoupled Regularizer NIPS 2023 OVTrack: Open-Vocabulary Multiple Object Tracking CVPR 2023 Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning CVPR 2023 Functional-Group-Based Diffusion for Pocket-Specific Molecule Generation and Elaboration NIPS 2023 CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition With Variational Alignment CVPR 2023 Cascade-DETR: Delving into High-Quality Universal Object Detection ICCV 2023 Tracking Every Thing in the Wild ECCV 2022 DLME: Deep Local-Flatness Manifold Embedding ECCV 2022 Hyperspherical Consistency Regularization CVPR 2022 UMT: Unified Multi-Modal Transformers for Joint Video Moment Retrieval and Highlight Detection CVPR 2022 CUP: Critic-Guided Policy Reuse NIPS 2022 Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning NIPS 2022 Active Hierarchical Exploration with Stable Subgoal Representation Learning ICLR 2022 Style Transformer for Image Inversion and Editing CVPR 2022 Generalized Clustering and Multi-Manifold Learning With Geometric Structure Preservation WACV 2022 AutoMix: Unveiling the Power of Mixup for Stronger Classifiers ECCV 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 Deformation-Aware Unpaired Image Translation for Pose Estimation on Laboratory Animals CVPR 2020 TLPG-Tracker: Joint Learning of Target Localization and Proposal Generation for Visual Tracking IJCAI 2020 Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards NIPS 2019 Single Image Deraining: A Comprehensive Benchmark Analysis CVPR 2019