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Yilin Shen

54 papers · 2017–2025 · 13 conferences · across top CS/AI conferences

Achievements

πŸƒ Academic Marathon (8) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (13) 🌈 Renaissance Researcher (9) πŸŒ‰ Interdisciplinary Bridge 🐝 Cross-Pollinator (12) πŸ—ΊοΈ Taxonomy Completionist (10) 🧭 Keyword Pioneer πŸ† Grand Slam πŸ‘‘ Triple Crown 🀝 Dynamic Duo (52) πŸ”¬ Deep Specialist (10) πŸ”₯ Unstoppable (9) πŸ“ˆ Trend Setter ⚑ Prolific Year (6) ❓ The Questioner πŸ—ƒοΈ Keyword Collector (200) πŸ’Ž Century Club (54)

Conferences

INTERSPEECH (9) NAACL (8) NIPS (6) EMNLP (5) ICLR (5) IJCAI (5) AAAI (4) ACL (2) CVPR (2) ICCV (2) ICML (2) IJCNLP (2) WACV (2)

Top co-authors

Hongxia Jin (52) Yen-Chang Hsu (17) Avik Ray (10) Ting Hua (10) Qian Lou (7) Shangqian Gao (7) Chi-Heng Lin (5) Ching-Hua Lee (4) Yu Wang (4) Yashas Malur Saidutta (4)

Keywords

spoken language understanding (10) model compression (9) slot filling (8) neural network (7) intent classification (5) natural language understanding (4) continual learning (4) knowledge distillation (4) intent detection (4) singular value decomposition (3) multi-modal learning (3) zero-shot learning (3) interactive recommendation (3) recurrent neural network (3) recommender system (3) semantic frame parsing (3) vision transformer (2) representation learning (2) out-of-domain detection (2) catastrophic forgetting (2)

Papers

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