Sheng Shen

Rethinking Bias in Generative Data Augmentation for Medical AI: A Frequency Recalibration Method AAAI 2026 BTS: Harmonizing Specialized Experts into a Generalist LLM EMNLP 2025 AgentBench: Evaluating LLMs as Agents ICLR 2024 Aligning Large Multimodal Models with Factually Augmented RLHF ACL 2024 Efficient Screen Content Image Compression via Superpixel-based Content Aggregation and Dynamic Feature Fusion IJCAI 2024 Enhancing Large Vision Language Models with Self-Training on Image Comprehension NeurIPS 2024 LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement ACL 2024 MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens NeurIPS 2024 Mixture-of-Experts Meets Instruction Tuning: A Winning Combination for Large Language Models ICLR 2024 Multitask Vision-Language Prompt Tuning WACV 2024 SqueezeLLM: Dense-and-Sparse Quantization ICML 2024 Crosslingual Generalization through Multitask Finetuning ACL 2023 Dec-Adapter: Exploring Efficient Decoder-Side Adapter for Bridging Screen Content and Natural Image Compression ICCV 2023 Large Language Models are Visual Reasoning Coordinators NeurIPS 2023 Poisoning Language Models During Instruction Tuning ICML 2023 Scaling Vision-Language Models with Sparse Mixture of Experts EMNLP 2023 Towards Robust Gan-Generated Image Detection: A Multi-View Completion Representation IJCAI 2023 Exposing the Limits of Video-Text Models through Contrast Sets NAACL 2022 How Much Can CLIP Benefit Vision-and-Language Tasks? ICLR 2022 K-LITE: Learning Transferable Visual Models with External Knowledge NeurIPS 2022 Multitask Prompted Training Enables Zero-Shot Task Generalization ICLR 2022 Staged Training for Transformer Language Models ICML 2022 What Language Model to Train if You Have One Million GPU Hours? EMNLP 2022 ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning AAAI 2021 Discovering Non-monotonic Autoregressive Orderings with Variational Inference ICLR 2021 Implicit Transformer Network for Screen Content Image Continuous Super-Resolution NeurIPS 2021 Noisy Self-Knowledge Distillation for Text Summarization NAACL 2021 Reservoir Transformers ACL 2021 What’s Hidden in a One-layer Randomly Weighted Transformer? EMNLP 2021 Emoji-Powered Representation Learning for Cross-Lingual Sentiment Classification (Extended Abstract) IJCAI 2020 MAF: Multimodal Alignment Framework for Weakly-Supervised Phrase Grounding EMNLP 2020 On the Generation of Medical Question-Answer Pairs AAAI 2020 PowerNorm: Rethinking Batch Normalization in Transformers ICML 2020 Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT AAAI 2020 Train Big, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers ICML 2020 An annotated dataset of literary entities NAACL 2019 Pragmatically Informative Text Generation NAACL 2019 Inaudible Voice Commands: The Long-Range Attack and Defense NSDI 2018 Bringing IoT to Sports Analytics NSDI 2017