Efficient LLM Reasoning via Variational Posterior Guidance with Efficiency Awareness
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Zizhao, Li, Yuying, Lin, Siting, Wang, Lianxi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Reasoning
by: Hu, Junhao, et al.
Published: (2025)
by: Hu, Junhao, et al.
Published: (2025)
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration
by: Wang, Zijian, et al.
Published: (2024)
by: Wang, Zijian, et al.
Published: (2024)
Efficient Controllable Diffusion via Optimal Classifier Guidance
by: Oertell, Owen, et al.
Published: (2025)
by: Oertell, Owen, et al.
Published: (2025)
GHPO: Adaptive Guidance for Stable and Efficient LLM Reinforcement Learning
by: Liu, Ziru, et al.
Published: (2025)
by: Liu, Ziru, et al.
Published: (2025)
DRPO: Efficient Reasoning via Decoupled Reward Policy Optimization
by: Li, Gang, et al.
Published: (2025)
by: Li, Gang, et al.
Published: (2025)
Knot So Simple: A Minimalistic Environment for Spatial Reasoning
by: Chen, Zizhao, et al.
Published: (2025)
by: Chen, Zizhao, et al.
Published: (2025)
Scaling-Aware Adapter for Structure-Grounded LLM Reasoning
by: Jing, Zihao, et al.
Published: (2026)
by: Jing, Zihao, et al.
Published: (2026)
Latent-Space Contrastive Reinforcement Learning for Stable and Efficient LLM Reasoning
by: Shan, Lianlei, et al.
Published: (2026)
by: Shan, Lianlei, et al.
Published: (2026)
WiSparse: Boosting LLM Inference Efficiency with Weight-Aware Mixed Activation Sparsity
by: Chen, Lei, et al.
Published: (2026)
by: Chen, Lei, et al.
Published: (2026)
Towards Mitigating Excessive Forgetting in LLM Unlearning via Entanglement-Guidance with Proxy Constraint
by: Liu, Zhihao, et al.
Published: (2025)
by: Liu, Zhihao, et al.
Published: (2025)
Token-Budget-Aware LLM Reasoning
by: Han, Tingxu, et al.
Published: (2024)
by: Han, Tingxu, et al.
Published: (2024)
\textsc{MasFACT}: Continual Multi-Agent Topology Learning via Geometry-Aware Posterior Transfer
by: Wang, Xuefei, et al.
Published: (2026)
by: Wang, Xuefei, et al.
Published: (2026)
Taxon: Hierarchical Tax Code Prediction with Semantically Aligned LLM Expert Guidance
by: Li, Jihang, et al.
Published: (2026)
by: Li, Jihang, et al.
Published: (2026)
Improving MLLM Training Efficiency via Stage-Aware Sparsity
by: Shi, Kean, et al.
Published: (2025)
by: Shi, Kean, et al.
Published: (2025)
RelayLLM: Efficient Reasoning via Collaborative Decoding
by: Huang, Chengsong, et al.
Published: (2026)
by: Huang, Chengsong, et al.
Published: (2026)
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models
by: Li, Shixuan, et al.
Published: (2025)
by: Li, Shixuan, et al.
Published: (2025)
Variational Reasoning for Language Models
by: Zhou, Xiangxin, et al.
Published: (2025)
by: Zhou, Xiangxin, et al.
Published: (2025)
Token-Efficient RL for LLM Reasoning
by: Lee, Alan, et al.
Published: (2025)
by: Lee, Alan, et al.
Published: (2025)
Spend Less, Reason Better: Budget-Aware Value Tree Search for LLM Agents
by: Li, Yushu, et al.
Published: (2026)
by: Li, Yushu, et al.
Published: (2026)
Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts
by: Zheng, Haizhong, et al.
Published: (2025)
by: Zheng, Haizhong, et al.
Published: (2025)
Flow-Direct: Feedback-Efficient and Reusable Guidance for Flow Models via Non-Parametric Guidance Field
by: Tan, Kim Yong, et al.
Published: (2026)
by: Tan, Kim Yong, et al.
Published: (2026)
POETS: Uncertainty-Aware LLM Optimization via Compute-Efficient Policy Ensembles
by: Menet, Nicolas, et al.
Published: (2026)
by: Menet, Nicolas, et al.
Published: (2026)
Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models
by: Sui, Yuan, et al.
Published: (2025)
by: Sui, Yuan, et al.
Published: (2025)
Boosting LLM Reasoning via Human-Inspired Reward Shaping
by: Lin, Wenze, et al.
Published: (2026)
by: Lin, Wenze, et al.
Published: (2026)
Geometry-Aware Attention Guidance for Diffusion Models via Modern Hopfield Dynamics
by: Kim, Kwanyoung
Published: (2026)
by: Kim, Kwanyoung
Published: (2026)
Fast and Robust Likelihood-Guided Diffusion Posterior Sampling with Amortized Variational Inference
by: Zheng, Léon, et al.
Published: (2026)
by: Zheng, Léon, et al.
Published: (2026)
Arbitrage: Efficient Reasoning via Advantage-Aware Speculation
by: Maheswaran, Monishwaran, et al.
Published: (2025)
by: Maheswaran, Monishwaran, et al.
Published: (2025)
EfficientLLM: Efficiency in Large Language Models
by: Yuan, Zhengqing, et al.
Published: (2025)
by: Yuan, Zhengqing, et al.
Published: (2025)
PSNE: Efficient Spectral Sparsification Algorithms for Scaling Network Embedding
by: Lin, Longlong, et al.
Published: (2024)
by: Lin, Longlong, et al.
Published: (2024)
Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding
by: Park, Jihoon, et al.
Published: (2025)
by: Park, Jihoon, et al.
Published: (2025)
Regularized Offline Policy Optimization with Posterior Hybrid Bayesian Belief
by: Lin, Hongqiang, et al.
Published: (2026)
by: Lin, Hongqiang, et al.
Published: (2026)
AdaBlock-dLLM: Semantic-Aware Diffusion LLM Inference via Adaptive Block Size
by: Lu, Guanxi, et al.
Published: (2025)
by: Lu, Guanxi, et al.
Published: (2025)
SVRG and Beyond via Posterior Correction
by: Daheim, Nico, et al.
Published: (2025)
by: Daheim, Nico, et al.
Published: (2025)
Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency
by: Liu, Zhihan, et al.
Published: (2023)
by: Liu, Zhihan, et al.
Published: (2023)
From Data-Centric to Sample-Centric: Enhancing LLM Reasoning via Progressive Optimization
by: Chen, Xinjie, et al.
Published: (2025)
by: Chen, Xinjie, et al.
Published: (2025)
Accordion-Thinking: Self-Regulated Step Summaries for Efficient and Readable LLM Reasoning
by: Yang, Zhicheng, et al.
Published: (2026)
by: Yang, Zhicheng, et al.
Published: (2026)
Multi-modal Synthetic Data Training and Model Collapse: Insights from VLMs and Diffusion Models
by: Hu, Zizhao, et al.
Published: (2025)
by: Hu, Zizhao, et al.
Published: (2025)
Exploring LLM Reasoning Through Controlled Prompt Variations
by: Chatziveroglou, Giannis, et al.
Published: (2025)
by: Chatziveroglou, Giannis, et al.
Published: (2025)
Distributional Energy-Based Models for Uncertainty-Aware Structured LLM Reasoning
by: Manchingal, Shireen Kudukkil, et al.
Published: (2026)
by: Manchingal, Shireen Kudukkil, et al.
Published: (2026)
Learning to Reason under Off-Policy Guidance
by: Yan, Jianhao, et al.
Published: (2025)
by: Yan, Jianhao, et al.
Published: (2025)
Similar Items
-
RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Reasoning
by: Hu, Junhao, et al.
Published: (2025) -
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration
by: Wang, Zijian, et al.
Published: (2024) -
Efficient Controllable Diffusion via Optimal Classifier Guidance
by: Oertell, Owen, et al.
Published: (2025) -
GHPO: Adaptive Guidance for Stable and Efficient LLM Reinforcement Learning
by: Liu, Ziru, et al.
Published: (2025) -
DRPO: Efficient Reasoning via Decoupled Reward Policy Optimization
by: Li, Gang, et al.
Published: (2025)