Machine Learning

AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution Prediction

AMBER: Adaptive Mesh Generation by Iterative M...

Machine Learning
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librarian
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Distortion of AI Alignment: Does Preference Optimization Optimize for Preferences?

Distortion of AI Alignment: Does Preference Op...

Machine Learning
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Paul Go¨lz
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Continuous Chain of Thought Enables Parallel Exploration and Reasoning

Continuous Chain of Thought Enables Parallel E...

Machine Learning
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librarian
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Learning Compositional Functions with Transformers from Easy-to-Hard Data

Learning Compositional Functions with Transfor...

Machine Learning
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librarian
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Knowledge Insulating Vision-Language-Action Models: Train Fast, Run Fast, Generalize Better

Knowledge Insulating Vision-Language-Action Mo...

Machine Learning
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librarian
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REOrdering Patches Improves Vision Models

REOrdering Patches Improves Vision Models

Machine Learning
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librarian
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Differential Information: An Information-Theoretic Perspective on Preference Optimization

Differential Information: An Information-Theor...

Machine Learning
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librarian
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The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

The Entropy Mechanism of Reinforcement Learnin...

Machine Learning
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librarian
1 view
Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents

Position: Uncertainty Quantification Needs Rea...

Machine Learning
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librarian
1 view
Geometric Hyena Networks for Large-scale Equivariant Learning

Geometric Hyena Networks for Large-scale Equiv...

Machine Learning
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librarian
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On Learning Verifiers for Chain-of-Thought Reasoning

On Learning Verifiers for Chain-of-Thought Rea...

Machine Learning
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Maria-Florina Balcan
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Maximizing Confidence Alone Improves Reasoning

Maximizing Confidence Alone Improves Reasoning

Machine Learning
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librarian
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Causal Posterior Estimation

Causal Posterior Estimation

Machine Learning
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librarian
2 views
Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-index Models

Algorithms and SQ Lower Bounds for Robustly Le...

Machine Learning
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librarian
1 view
Hardware-Efficient Attention for Fast Decoding

Hardware-Efficient Attention for Fast Decoding

Machine Learning
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librarian
1 view
Reinforcing General Reasoning without Verifiers

Reinforcing General Reasoning without Verifiers

Machine Learning
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Xiangxin Zhou
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Tensorization is a powerful but underexplored tool for compression and interpretability of neural networks

Tensorization is a powerful but underexplored ...

Machine Learning
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librarian
3 views
Data-Dependent Regret Bounds for Constrained MABs

Data-Dependent Regret Bounds for Constrained MABs

Machine Learning
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librarian
3 views
A Theoretical Framework for Grokking: Interpolation followed by Riemannian Norm Minimisation

A Theoretical Framework for Grokking: Interpol...

Machine Learning
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librarian
4 views
Data-Distill-Net: A Data Distillation Approach Tailored for Reply-based Continual Learning

Data-Distill-Net: A Data Distillation Approach...

Machine Learning
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Deyu Meng
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Model Stitching by Functional Latent Alignment

Model Stitching by Functional Latent Alignment

Machine Learning
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librarian
4 views
Proxy-Free GFlowNet

Proxy-Free GFlowNet

Machine Learning
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librarian
4 views
The Power of Iterative Filtering for Supervised Learning with (Heavy) Contamination

The Power of Iterative Filtering for Supervise...

Machine Learning
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librarian
4 views
TabPFN: One Model to Rule Them All?

TabPFN: One Model to Rule Them All?

Machine Learning
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Qiong Zhang
6 views
Understanding Generalization in Diffusion Models via Probability Flow Distance

Understanding Generalization in Diffusion Mode...

Machine Learning
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librarian
6 views
Variational Deep Learning via Implicit Regularization

Variational Deep Learning via Implicit Regular...

Machine Learning
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librarian
7 views
Grokking ExPLAIND: Unifying Model, Data, and Training Attribution to Study Model Behavior

Grokking ExPLAIND: Unifying Model, Data, and T...

Machine Learning
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librarian
8 views
Transformer in Protein: A Survey

Transformer in Protein: A Survey

Machine Learning
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Xiaowen Ling
3 views
Error Optimization: Overcoming Exponential Signal Decay in Deep Predictive Coding Networks

Error Optimization: Overcoming Exponential Sig...

Machine Learning
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librarian
5 views
On the (Non) Injectivity of Piecewise Linear Janossy Pooling

On the (Non) Injectivity of Piecewise Linear J...

Machine Learning
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librarian
3 views
Prismatic Synthesis: Gradient-based Data Diversification Boosts Generalization in LLM Reasoning

Prismatic Synthesis: Gradient-based Data Diver...

Machine Learning
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Jaehun Jung
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DreamPRM: Domain-Reweighted Process Reward Model for Multimodal Reasoning

DreamPRM: Domain-Reweighted Process Reward Mod...

Machine Learning
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Qi Cao
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