SleepCoT: A Lightweight Personalized Sleep Health Model via Chain-of-Thought Distillation
Fuente:
arXiv
Saved in:
| Main Authors: | Zheng, Huimin, Xing, Xiaofeng, Xu, Xiangmin |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FedCoT: Federated Chain-of-Thought Distillation for Large Language Models
by: Fan, Tao, et al.
Published: (2024)
by: Fan, Tao, et al.
Published: (2024)
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
by: Luo, Yijia, et al.
Published: (2025)
by: Luo, Yijia, et al.
Published: (2025)
SleepLM: Natural-Language Intelligence for Human Sleep
by: Xu, Zongzhe, et al.
Published: (2026)
by: Xu, Zongzhe, et al.
Published: (2026)
Graph-Augmented LLMs for Personalized Health Insights: A Case Study in Sleep Analysis
by: Subramanian, Ajan, et al.
Published: (2024)
by: Subramanian, Ajan, et al.
Published: (2024)
Personalized Sleep Prediction via Deep Adaptive Spatiotemporal Modeling and Sparse Data
by: Wang, Xueyi, et al.
Published: (2025)
by: Wang, Xueyi, et al.
Published: (2025)
StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails
by: Arasu, Hritik, et al.
Published: (2025)
by: Arasu, Hritik, et al.
Published: (2025)
The Sleeping Beauty Problem: Sleeping Kelly is a Thirder
by: Abramowitz, Ben
Published: (2025)
by: Abramowitz, Ben
Published: (2025)
SleepMaMi: A Universal Sleep Foundation Model for Integrating Macro- and Micro-structures
by: Park, Keondo, et al.
Published: (2026)
by: Park, Keondo, et al.
Published: (2026)
Stanford Sleep Bench: Evaluating Polysomnography Pre-training Methods for Sleep Foundation Models
by: Kjaer, Magnus Ruud, et al.
Published: (2025)
by: Kjaer, Magnus Ruud, et al.
Published: (2025)
Rethinking Chain-of-Thought from the Perspective of Self-Training
by: Wu, Zongqian, et al.
Published: (2024)
by: Wu, Zongqian, et al.
Published: (2024)
Pretraining on Sleep Data Improves non-Sleep Biosignal Tasks
by: Lehn-Schiøler, William, et al.
Published: (2026)
by: Lehn-Schiøler, William, et al.
Published: (2026)
Learning from Partial Chain-of-Thought via Truncated-Reasoning Self-Distillation
by: Silvestri, Gianluigi, et al.
Published: (2026)
by: Silvestri, Gianluigi, et al.
Published: (2026)
Learning to Maximize Mutual Information for Chain-of-Thought Distillation
by: Chen, Xin, et al.
Published: (2024)
by: Chen, Xin, et al.
Published: (2024)
AgroCoT: A Chain-of-Thought Benchmark for Evaluating Reasoning in Vision-Language Models for Agriculture
by: Wen, Yibin, et al.
Published: (2025)
by: Wen, Yibin, et al.
Published: (2025)
QuantAgents: Towards Multi-agent Financial System via Simulated Trading
by: Li, Xiangyu, et al.
Published: (2025)
by: Li, Xiangyu, et al.
Published: (2025)
Personalized Sleep Staging Leveraging Source-free Unsupervised Domain Adaptation
by: Zhou, Yangxuan, et al.
Published: (2024)
by: Zhou, Yangxuan, et al.
Published: (2024)
PARIS: Personalized Activity Recommendation for Improving Sleep Quality
by: Singh, Meghna, et al.
Published: (2021)
by: Singh, Meghna, et al.
Published: (2021)
OSF: On Pre-training and Scaling of Sleep Foundation Models
by: Shuai, Zitao, et al.
Published: (2026)
by: Shuai, Zitao, et al.
Published: (2026)
SleepVLM: Explainable and Rule-Grounded Sleep Staging via a Vision-Language Model
by: Deng, Guifeng, et al.
Published: (2026)
by: Deng, Guifeng, et al.
Published: (2026)
EntroCoT: Enhancing Chain-of-Thought via Adaptive Entropy-Guided Segmentation
by: Li, Zihang, et al.
Published: (2026)
by: Li, Zihang, et al.
Published: (2026)
FaithCoT-Bench: Benchmarking Instance-Level Faithfulness of Chain-of-Thought Reasoning
by: Shen, Xu, et al.
Published: (2025)
by: Shen, Xu, et al.
Published: (2025)
To CoT or To Loop? A Formal Comparison Between Chain-of-Thought and Looped Transformers
by: Xu, Kevin, et al.
Published: (2025)
by: Xu, Kevin, et al.
Published: (2025)
Knowledge Distillation with Structured Chain-of-Thought for Text-to-SQL
by: Thaker, Khushboo, et al.
Published: (2025)
by: Thaker, Khushboo, et al.
Published: (2025)
Chain-of-Sanitized-Thoughts: Plugging PII Leakage in CoT of Large Reasoning Models
by: Das, Arghyadeep, et al.
Published: (2026)
by: Das, Arghyadeep, et al.
Published: (2026)
CoT-X: An Adaptive Framework for Cross-Model Chain-of-Thought Transfer and Optimization
by: Bi, Ziqian, et al.
Published: (2025)
by: Bi, Ziqian, et al.
Published: (2025)
Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO
by: Yu, Bowen, et al.
Published: (2026)
by: Yu, Bowen, et al.
Published: (2026)
Making Slow Thinking Faster: Compressing LLM Chain-of-Thought via Step Entropy
by: Li, Zeju, et al.
Published: (2025)
by: Li, Zeju, et al.
Published: (2025)
MSSC-BiMamba: Multimodal Sleep Stage Classification and Early Diagnosis of Sleep Disorders with Bidirectional Mamba
by: Zhang, Chao, et al.
Published: (2024)
by: Zhang, Chao, et al.
Published: (2024)
CoTEvol: Self-Evolving Chain-of-Thoughts for Data Synthesis in Mathematical Reasoning
by: Wang, Zhuo, et al.
Published: (2026)
by: Wang, Zhuo, et al.
Published: (2026)
MetaSTH-Sleep: Towards Effective Few-Shot Sleep Stage Classification for Health Management with Spatial-Temporal Hypergraph Enhanced Meta-Learning
by: Li, Jingyu, et al.
Published: (2025)
by: Li, Jingyu, et al.
Published: (2025)
A Systematic Review on Sleep Stage Classification and Sleep Disorder Detection Using Artificial Intelligence
by: Wara, Tayab Uddin, et al.
Published: (2024)
by: Wara, Tayab Uddin, et al.
Published: (2024)
SIM-CoT: Supervised Implicit Chain-of-Thought
by: Wei, Xilin, et al.
Published: (2025)
by: Wei, Xilin, et al.
Published: (2025)
Clear Chain-of-Thought (ClearCoT)
by: Sagić, Andrija
Published: (2026)
by: Sagić, Andrija
Published: (2026)
MyGO Multiplex CoT: A Method for Self-Reflection in Large Language Models via Double Chain of Thought Thinking
by: Ji, Shihao, et al.
Published: (2025)
by: Ji, Shihao, et al.
Published: (2025)
Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation
by: Shangguan, Haonan, et al.
Published: (2025)
by: Shangguan, Haonan, et al.
Published: (2025)
Better Accuracies, Worse Reasoning: A Step-Level Audit of Medical Chain-of-Thought Distillation
by: Jiang, Zhaoyang, et al.
Published: (2026)
by: Jiang, Zhaoyang, et al.
Published: (2026)
Revisiting the Sleeping Beauty problem
by: Piva, Paulo S., et al.
Published: (2024)
by: Piva, Paulo S., et al.
Published: (2024)
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World
by: Zhang, Jiaqi, et al.
Published: (2024)
by: Zhang, Jiaqi, et al.
Published: (2024)
CoT-Valve: Length-Compressible Chain-of-Thought Tuning
by: Ma, Xinyin, et al.
Published: (2025)
by: Ma, Xinyin, et al.
Published: (2025)
LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation
by: Song, Siqing, et al.
Published: (2026)
by: Song, Siqing, et al.
Published: (2026)
Similar Items
-
FedCoT: Federated Chain-of-Thought Distillation for Large Language Models
by: Fan, Tao, et al.
Published: (2024) -
Deconstructing Long Chain-of-Thought: A Structured Reasoning Optimization Framework for Long CoT Distillation
by: Luo, Yijia, et al.
Published: (2025) -
SleepLM: Natural-Language Intelligence for Human Sleep
by: Xu, Zongzhe, et al.
Published: (2026) -
Graph-Augmented LLMs for Personalized Health Insights: A Case Study in Sleep Analysis
by: Subramanian, Ajan, et al.
Published: (2024) -
Personalized Sleep Prediction via Deep Adaptive Spatiotemporal Modeling and Sparse Data
by: Wang, Xueyi, et al.
Published: (2025)