Yilin Shen

MoDeGPT: Modular Decomposition for Large Language Model Compression ICLR 2025 RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior ICML 2025 FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing NAACL 2025 CIFD: Controlled Information Flow to Enhance Knowledge Distillation NIPS 2024 Token Fusion: Bridging the Gap Between Token Pruning and Token Merging WACV 2024 DynaMo: Accelerating Language Model Inference with Dynamic Multi-Token Sampling NAACL 2024 SLiM: Speculative Decoding with Hypothesis Reduction NAACL 2024 Unleashing Multispectral Video's Potential in Semantic Segmentation: A Semi-supervised Viewpoint and New UAV-View Benchmark NIPS 2024 Adaptive Rank Selections for Low-Rank Approximation of Language Models NAACL 2024 DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models NIPS 2024 Efficient Layout-Guided Image Inpainting for Mobile Use WACV 2024 Compositional Generalization in Spoken Language Understanding INTERSPEECH 2023 GOHSP: A Unified Framework of Graph and Optimization-Based Heterogeneous Structured Pruning for Vision Transformer AAAI 2023 TrojLLM: A Black-box Trojan Prompt Attack on Large Language Models NIPS 2023 Learning to Jointly Share and Prune Weights for Grounding Based Vision and Language Models ICLR 2023 Dynamic Low-rank Estimation for Transformer-based Language Models EMNLP 2023 Robust Keyword Spotting for Noisy Environments by Leveraging Speech Enhancement and Speech Presence Probability INTERSPEECH 2023 CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss NIPS 2023 ESC: Exploration with Soft Commonsense Constraints for Zero-shot Object Navigation ICML 2023 Language model compression with weighted low-rank factorization ICLR 2022 DictFormer: Tiny Transformer with Shared Dictionary ICLR 2022 Lite-MDETR: A Lightweight Multi-Modal Detector CVPR 2022 Text-Based Interactive Recommendation via Offline Reinforcement Learning AAAI 2022 Numerical Optimizations for Weighted Low-rank Estimation on Language Models EMNLP 2022 Improving Zero-Shot Phrase Grounding via Reasoning on External Knowledge and Spatial Relations AAAI 2022 Hyperparameter-free Continuous Learning for Domain Classification in Natural Language Understanding NAACL 2021 Enhancing the generalization for Intent Classification and Out-of-Domain Detection in SLU ACL 2021 Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning ICCV 2021 SAFENet: A Secure, Accurate and Fast Neural Network Inference ICLR 2021 Automatic Mixed-Precision Quantization Search of BERT IJCAI 2021 Enhancing the generalization for Intent Classification and Out-of-Domain Detection in SLU IJCNLP 2021 An Interactive Adversarial Reward Learning-Based Spoken Language Understanding System INTERSPEECH 2020 Towards Hands-Free Visual Dialog Interactive Recommendation AAAI 2020 Generating Dialogue Responses from a Semantic Latent Space EMNLP 2020 Generalized ODIN: Detecting Out-of-Distribution Image Without Learning From Out-of-Distribution Data CVPR 2020 A Progressive Model to Enable Continual Learning for Semantic Slot Filling EMNLP 2019 Iterative Delexicalization for Improved Spoken Language Understanding INTERSPEECH 2019 Interpreting and Improving Deep Neural SLU Models via Vocabulary Importance INTERSPEECH 2019 Learning Assistance from an Adversarial Critic for Multi-Outputs Prediction IJCAI 2019 Taking a HINT: Leveraging Explanations to Make Vision and Language Models More Grounded ICCV 2019 How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection NAACL 2019 A Progressive Model to Enable Continual Learning for Semantic Slot Filling IJCNLP 2019 SkillBot: Towards Automatic Skill Development via User Demonstration NAACL 2019 Text-Based Interactive Recommendation via Constraint-Augmented Reinforcement Learning NIPS 2019 Fast Domain Adaptation of Semantic Parsers via Paraphrase Attention EMNLP 2019 Learning Out-of-Vocabulary Words in Intelligent Personal Agents IJCAI 2018 CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation ACL 2018 Training Recurrent Neural Network through Moment Matching for NLP Applications INTERSPEECH 2018 A Deep Reinforcement Learning Based Multimodal Coaching Model (DCM) for Slot Filling in Spoken Language Understanding(SLU) INTERSPEECH 2018 Robust Spoken Language Understanding via Paraphrasing INTERSPEECH 2018 User Information Augmented Semantic Frame Parsing Using Progressive Neural Networks INTERSPEECH 2018 A Bi-Model Based RNN Semantic Frame Parsing Model for Intent Detection and Slot Filling NAACL 2018 Adversarial Active Learning for Sequences Labeling and Generation IJCAI 2018 Disguise Adversarial Networks for Click-through Rate Prediction IJCAI 2017