Adaptive Overclocking: Dynamic Control of Thinking Path Length via Real-Time Reasoning Signals
Fuente:
arXiv
Saved in:
| Main Authors: | Jiang, Shuhao, Wang, Songbo, Qiao, Yang, Xu, Chun, Zheng, Chaoyang, Zhou, Shengyi, Wang, Huanjun, Li, Fangming, Zhang, Cong, Wang, Jiyu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
by: Eisenstadt, Roy, et al.
Published: (2025)
by: Eisenstadt, Roy, et al.
Published: (2025)
Overclocking Electrostatic Generative Models
by: Shlenskii, Daniil, et al.
Published: (2025)
by: Shlenskii, Daniil, et al.
Published: (2025)
Fault-Tolerant Quantum Key Distribution: Enabling Overclocked Modulation
by: Lu, Feng-Yu, et al.
Published: (2025)
by: Lu, Feng-Yu, et al.
Published: (2025)
AdaThink-Med: Medical Adaptive Thinking with Uncertainty-Guided Length Calibration
by: Rui, Shaohao, et al.
Published: (2025)
by: Rui, Shaohao, et al.
Published: (2025)
Resource-Efficient Automatic Software Vulnerability Assessment via Knowledge Distillation and Particle Swarm Optimization
by: Gao, Chaoyang, et al.
Published: (2025)
by: Gao, Chaoyang, et al.
Published: (2025)
Acceleration Estimation of Signal Propagation Path Length Changes for Wireless Sensing
by: Wang, Jiacheng, et al.
Published: (2023)
by: Wang, Jiacheng, et al.
Published: (2023)
More Thinking, More Bias: Length-Driven Position Bias in Reasoning Models
by: Wang, Xiao
Published: (2026)
by: Wang, Xiao
Published: (2026)
Ep. 684: Breaking the Speed Limit: The Science of Overclocking
by: Rosehill, Daniel, et al.
Published: (2026)
by: Rosehill, Daniel, et al.
Published: (2026)
Don't Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models
by: An, Sohyun, et al.
Published: (2025)
by: An, Sohyun, et al.
Published: (2025)
Sharp local propagation of chaos for mean field particles with $W^{-1,\infty}$ kernels
by: Wang, Songbo
Published: (2024)
by: Wang, Songbo
Published: (2024)
Uniform log-Sobolev inequalities for mean field particles with flat-convex energy
by: Wang, Songbo
Published: (2024)
by: Wang, Songbo
Published: (2024)
Controlling Thinking Speed in Reasoning Models
by: Lin, Zhengkai, et al.
Published: (2025)
by: Lin, Zhengkai, et al.
Published: (2025)
Thinking Fast and Right: Balancing Accuracy and Reasoning Length with Adaptive Rewards
by: Su, Jinyan, et al.
Published: (2025)
by: Su, Jinyan, et al.
Published: (2025)
Knowing the Answer Isn't Enough: Fixing Reasoning Path Failures in LVLMs
by: Wang, Chaoyang, et al.
Published: (2025)
by: Wang, Chaoyang, et al.
Published: (2025)
AdaReasoner: Adaptive Reasoning Enables More Flexible Thinking in Large Language Models
by: Wang, Xiangqi, et al.
Published: (2025)
by: Wang, Xiangqi, et al.
Published: (2025)
Just Enough Thinking: Efficient Reasoning with Adaptive Length Penalties Reinforcement Learning
by: Xiang, Violet, et al.
Published: (2025)
by: Xiang, Violet, et al.
Published: (2025)
Thinking-while-speaking: A Controlled, Interleaved Reasoning Method for Real-Time Speech Generation
by: Du, Xuan, et al.
Published: (2026)
by: Du, Xuan, et al.
Published: (2026)
Indefinite linear quadratic control of mean-field backwardstochastic differential equation
by: Wang, Wencan, et al.
Published: (2024)
by: Wang, Wencan, et al.
Published: (2024)
AdapThink: Adaptive Thinking Preferences for Reasoning Language Model
by: Wan, Xu, et al.
Published: (2025)
by: Wan, Xu, et al.
Published: (2025)
Knowledge-Based Deep Learning for Time-Efficient Inverse Dynamics
by: Ma, Shuhao, et al.
Published: (2024)
by: Ma, Shuhao, et al.
Published: (2024)
When Seconds Count: Designing Real-Time VR Interventions for Stress Inoculation Training in Novice Physicians
by: Zhang, Shuhao, et al.
Published: (2026)
by: Zhang, Shuhao, et al.
Published: (2026)
Vision-EKIPL: External Knowledge-Infused Policy Learning for Visual Reasoning
by: Wang, Chaoyang, et al.
Published: (2025)
by: Wang, Chaoyang, et al.
Published: (2025)
Energy-Efficient Federated Learning for Edge Real-Time Vision via Joint Data, Computation, and Communication Design
by: Hou, Xiangwang, et al.
Published: (2025)
by: Hou, Xiangwang, et al.
Published: (2025)
The Impact of Biofilm Permeability and Porosity on Dynamic Changes in Flow Paths in Porous Media
by: Yangyang Tang, et al.
Published: (2025)
by: Yangyang Tang, et al.
Published: (2025)
Solutions to a generalized Chern-Simons Higgs model on finite graphs by topological degree
by: Hou, Songbo, et al.
Published: (2024)
by: Hou, Songbo, et al.
Published: (2024)
Adaptive Dual Reasoner: Large Reasoning Models Can Think Efficiently by Hybrid Reasoning
by: Zhang, Yujian, et al.
Published: (2025)
by: Zhang, Yujian, et al.
Published: (2025)
Time-uniform log-Sobolev inequalities and applications to propagation of chaos
by: Monmarché, Pierre, et al.
Published: (2024)
by: Monmarché, Pierre, et al.
Published: (2024)
Selective Latent Thinking: Adaptive Compression of LLM Reasoning Chains
by: Xie, Hui, et al.
Published: (2026)
by: Xie, Hui, et al.
Published: (2026)
Dynamic Environment Adaptive Path Planning for Mobile Robots: A Hybrid Enhanced Path‐Planning Approach
by: Junxu Hou, et al.
Published: (2026)
by: Junxu Hou, et al.
Published: (2026)
Research on Steering Path Tracking Performance of Articulated Quad‐Tracked Vehicle Based on Fuzzy PID Control
by: Shuai Wang, et al.
Published: (2025)
by: Shuai Wang, et al.
Published: (2025)
Nice Fold or Hero Call: Learning Budget-Efficient Thinking for Adaptive Reasoning
by: Zhou, Zhaomeng, et al.
Published: (2026)
by: Zhou, Zhaomeng, et al.
Published: (2026)
VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning
by: Wang, Zikang, et al.
Published: (2025)
by: Wang, Zikang, et al.
Published: (2025)
Online Adaptive Real-Time Beamforming Design for Dynamic Environments in Cell-Free Systems
by: Chen, Guanghui, et al.
Published: (2024)
by: Chen, Guanghui, et al.
Published: (2024)
TRiMS: Real-Time Tracking of Minimal Sufficient Length for Efficient Reasoning via RL
by: Bian, Tingcheng, et al.
Published: (2026)
by: Bian, Tingcheng, et al.
Published: (2026)
Omni-AutoThink: Adaptive Multimodal Reasoning via Reinforcement Learning
by: Yang, Dongchao, et al.
Published: (2025)
by: Yang, Dongchao, et al.
Published: (2025)
Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs
by: Zhou, Yitong, et al.
Published: (2025)
by: Zhou, Yitong, et al.
Published: (2025)
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion
by: Sun, Kai, et al.
Published: (2024)
by: Sun, Kai, et al.
Published: (2024)
Multi-Joint Physics-Informed Deep Learning Framework for Time-Efficient Inverse Dynamics
by: Ma, Shuhao, et al.
Published: (2025)
by: Ma, Shuhao, et al.
Published: (2025)
Efficient Reasoning with Hidden Thinking
by: Shen, Xuan, et al.
Published: (2025)
by: Shen, Xuan, et al.
Published: (2025)
FlashThink: An Early Exit Method For Efficient Reasoning
by: Jiang, Guochao, et al.
Published: (2025)
by: Jiang, Guochao, et al.
Published: (2025)
Similar Items
-
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
by: Eisenstadt, Roy, et al.
Published: (2025) -
Overclocking Electrostatic Generative Models
by: Shlenskii, Daniil, et al.
Published: (2025) -
Fault-Tolerant Quantum Key Distribution: Enabling Overclocked Modulation
by: Lu, Feng-Yu, et al.
Published: (2025) -
AdaThink-Med: Medical Adaptive Thinking with Uncertainty-Guided Length Calibration
by: Rui, Shaohao, et al.
Published: (2025) -
Resource-Efficient Automatic Software Vulnerability Assessment via Knowledge Distillation and Particle Swarm Optimization
by: Gao, Chaoyang, et al.
Published: (2025)