Image de couverture de livre

Deep Think with Confidence

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Fu, Yichao, Wang, Xuewei, Tian, Yuandong, Zhao, Jiawei
Format:	Preprint
Publié:	2025
Sujets:	Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Provable Scaling Laws of Feature Emergence from Learning Dynamics of Grokking
par: Tian, Yuandong
Publié: (2025)

GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection
par: Zhao, Jiawei, et autres
Publié: (2024)

Are LLM Decisions Faithful to Verbal Confidence?
par: Wang, Jiawei, et autres
Publié: (2026)

GaLore 2: Large-Scale LLM Pre-Training by Gradient Low-Rank Projection
par: Su, DiJia, et autres
Publié: (2025)

Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients
par: Zhang, Zhenyu, et autres
Publié: (2024)

Composing Global Solutions to Reasoning Tasks via Algebraic Objects in Neural Nets
par: Tian, Yuandong
Publié: (2024)

Dualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces
par: Su, DiJia, et autres
Publié: (2024)

From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories, and Applications
par: Jaiswal, Ajay, et autres
Publié: (2024)

Few-shot Neural Architecture Search
par: Zhao, Yiyang, et autres
Publié: (2020)

TensorGRaD: Tensor Gradient Robust Decomposition for Memory-Efficient Neural Operator Training
par: Loeschcke, Sebastian, et autres
Publié: (2025)

Sail into the Headwind: Alignment via Robust Rewards and Dynamic Labels against Reward Hacking
par: Rashidinejad, Paria, et autres
Publié: (2024)

Multi-objective Optimization by Learning Space Partitions
par: Zhao, Yiyang, et autres
Publié: (2021)

A Principled Loss Function for Direct Language Model Alignment
par: Tan, Yuandong
Publié: (2025)

Confidence Intervals and Simultaneous Confidence Bands Based on Deep Learning
par: Arie, Asaf Ben, et autres
Publié: (2024)

Spectral Journey: How Transformers Predict the Shortest Path
par: Cohen, Andrew, et autres
Publié: (2025)

LoCoCo: Dropping In Convolutions for Long Context Compression
par: Cai, Ruisi, et autres
Publié: (2024)

Thinking Fast and Slow with Deep Learning and Tree Search
par: Anthony, Thomas, et autres
Publié: (2017)

Thinking Short and Right Over Thinking Long: Serving LLM Reasoning Efficiently and Accurately
par: Wang, Yuhang, et autres
Publié: (2025)

Principled Confidence Estimation for Deep Computed Tomography
par: Gätzner, Matteo, et autres
Publié: (2026)

Diffusion World Model: Future Modeling Beyond Step-by-Step Rollout for Offline Reinforcement Learning
par: Ding, Zihan, et autres
Publié: (2024)

Examining Reasoning LLMs-as-Judges in Non-Verifiable LLM Post-Training
par: Liu, Yixin, et autres
Publié: (2026)

GenCO: Generating Diverse Designs with Combinatorial Constraints
par: Ferber, Aaron, et autres
Publié: (2023)

R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference
par: Zhang, Zhenyu, et autres
Publié: (2025)

SHARP: Accelerating Language Model Inference by SHaring Adjacent layers with Recovery Parameters
par: Wang, Yiping, et autres
Publié: (2025)

Confident Natural Policy Gradient for Local Planning in $q_π$-realizable Constrained MDPs
par: Tian, Tian, et autres
Publié: (2024)

Think Just Enough: Sequence-Level Entropy as a Confidence Signal for LLM Reasoning
par: Sharma, Aman, et autres
Publié: (2025)

Exploring the Effects of Population and Employment Characteristics on Truck Flows: An Analysis of NextGen NHTS Origin-Destination Data
par: Uddin, Majbah, et autres
Publié: (2024)

Deep Thinking by Markov Chain of Continuous Thoughts
par: Liu, Jiayu, et autres
Publié: (2025)

Enhance GNNs with Reliable Confidence Estimation via Adversarial Calibration Learning
par: Wang, Yilong, et autres
Publié: (2025)

Reasoning by Superposition: A Theoretical Perspective on Chain of Continuous Thought
par: Zhu, Hanlin, et autres
Publié: (2025)

Emergence of Superposition: Unveiling the Training Dynamics of Chain of Continuous Thought
par: Zhu, Hanlin, et autres
Publié: (2025)

JoMA: Demystifying Multilayer Transformers via JOint Dynamics of MLP and Attention
par: Tian, Yuandong, et autres
Publié: (2023)

TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding
par: Sun, Hanshi, et autres
Publié: (2024)

PACER: A Fully Push-forward-based Distributional Reinforcement Learning Algorithm
par: Bai, Wensong, et autres
Publié: (2023)

ORCE: Order-Aware Alignment of Verbalized Confidence in Large Language Models
par: Li, Chen, et autres
Publié: (2026)

Deep Confident Steps to New Pockets: Strategies for Docking Generalization
par: Corso, Gabriele, et autres
Publié: (2024)

Global Confidence Degree Based Graph Neural Network for Financial Fraud Detection
par: Liu, Jiaxun, et autres
Publié: (2024)

Increasing the Confidence of Deep Neural Networks by Coverage Analysis
par: Rossolini, Giulio, et autres
Publié: (2021)

Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding
par: Liu, Yichen, et autres
Publié: (2022)

Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry
par: Bruys, Thomas, et autres
Publié: (2024)