Lei Qi

ChatHLS: Towards Systematic Design Automation and Optimization for High-Level Synthesis ACL 2026 ChipMind: Retrieval-Augmented Reasoning for Long-Context Circuit Design Specifications AAAI 2026 Decomposing and Composing: Towards Efficient Vision-Language Continual Learning via Rank-1 Expert Pool in a Single LoRA AAAI 2026 Model Merging in the Essential Subspace CVPR 2026 One Token, Two Fates: A Unified Framework via Vision Token Manipulation Against MLLMs Hallucination CVPR 2026 StepFun-Formalizer: Unlocking the Autoformalization Potential of LLMs Through Knowledge-Reasoning Fusion AAAI 2026 Stratified Knowledge-Density Super-Network for Scalable Vision Transformers AAAI 2026 Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization CVPR 2025 Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild ICCV 2025 Divide-and-Conquer for Enhancing Unlabeled Learning, Stability, and Plasticity in Semi-supervised Continual Learning ICCV 2025 Fusing Dual Encoders: Single-source Domain Generalization with Extremely Few Annotations MICCAI 2025 GA-SAM: Geometry-Aware SAM Adaptation with Sparse Annotation-Driven Point Cloud Completion MICCAI 2025 Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD ICLR 2025 One-Shot Knowledge Transfer for Scalable Person Re-Identification ICCV 2025 Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation CVPR 2025 Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting CVPR 2025 Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP AAAI 2025 Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation CVPR 2024 Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization ECCV 2024 OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems ACL 2024 PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance AAAI 2024 Roll with the Punches: Expansion and Shrinkage of Soft Label Selection for Semi-supervised Fine-Grained Learning AAAI 2024 START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation NeurIPS 2024 The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation ECCV 2024 ALOFT: A Lightweight MLP-Like Architecture With Dynamic Low-Frequency Transform for Domain Generalization CVPR 2023 DomainAdaptor: A Novel Approach to Test-time Adaptation ICCV 2023 DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization ICCV 2023 Enhancing Sample Utilization through Sample Adaptive Augmentation in Semi-Supervised Learning ICCV 2023 Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization ICCV 2023 IOMatch: Simplifying Open-Set Semi-Supervised Learning with Joint Inliers and Outliers Utilization ICCV 2023 Orthogonal Annotation Benefits Barely-Supervised Medical Image Segmentation CVPR 2023 Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation CVPR 2023 Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning ICCV 2023 Towards Semi-supervised Learning with Non-random Missing Labels ICCV 2023 DC-SSL: Addressing Mismatched Class Distribution in Semi-Supervised Learning CVPR 2022 Generalizable Cross-Modality Medical Image Segmentation via Style Augmentation and Dual Normalization CVPR 2022 Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration ECCV 2022 Improving Barely Supervised Learning by Discriminating Unlabeled Samples with Super-Class NeurIPS 2022 Learngene: From Open-World to Your Learning Task AAAI 2022 MVDG: A Unified Multi-View Framework for Domain Generalization ECCV 2022 RDA: Reciprocal Distribution Alignment for Robust Semi-Supervised Learning ECCV 2022 ST++: Make Self-Training Work Better for Semi-Supervised Semantic Segmentation CVPR 2022 Mining Latent Classes for Few-Shot Segmentation ICCV 2021 Biased Feature Learning for Occlusion Invariant Face Recognition IJCAI 2020 Consistent MetaReg: Alleviating Intra-task Discrepancy for Better Meta-knowledge IJCAI 2020 Differentiable Meta-Learning Model for Few-Shot Semantic Segmentation AAAI 2020 A Novel Unsupervised Camera-Aware Domain Adaptation Framework for Person Re-Identification ICCV 2019