Machine Learning

In-Training Multicalibrated Survival Analysis for Healthcare via Constrained Optimization

In-Training Multicalibrated Survival Analysis ...

Machine Learning
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Thiti Suttaket
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High-Order Deep Meta-Learning with Category-Theoretic Interpretation

High-Order Deep Meta-Learning with Category-Th...

Machine Learning
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librarian
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LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding

LLM-Driven Treatment Effect Estimation Under I...

Machine Learning
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librarian
0 views
Fast and Simplex: 2-Simplicial Attention in Triton

Fast and Simplex: 2-Simplicial Attention in Triton

Machine Learning
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Aurko Roy
2 views
Understanding and Improving Length Generalization in Recurrent Models

Understanding and Improving Length Generalizat...

Machine Learning
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librarian
0 views
ExPO: Unlocking Hard Reasoning with Self-Explanation-Guided Reinforcement Learning

ExPO: Unlocking Hard Reasoning with Self-Expla...

Machine Learning
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librarian
1 view
Revisiting Learning Rate Control

Revisiting Learning Rate Control

Machine Learning
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librarian
0 views
Tuning without Peeking: Provable Privacy and Generalization Bounds for LLM Post-Training

Tuning without Peeking: Provable Privacy and G...

Machine Learning
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librarian
0 views
Enhanced Generative Model Evaluation with Clipped Density and Coverage

Enhanced Generative Model Evaluation with Clip...

Machine Learning
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librarian
0 views
Towards Foundation Auto-Encoders for Time-Series Anomaly Detection

Towards Foundation Auto-Encoders for Time-Seri...

Machine Learning
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librarian
1 view
Test-Time Scaling with Reflective Generative Model

Test-Time Scaling with Reflective Generative Model

Machine Learning
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librarian
1 view
Out-of-Distribution Detection Methods Answer the Wrong Questions

Out-of-Distribution Detection Methods Answer t...

Machine Learning
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librarian
0 views
Automatic Rank Determination for Low-Rank Adaptation via Submodular Function Maximization

Automatic Rank Determination for Low-Rank Adap...

Machine Learning
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Yihang Gao
2 views
Exploring a Hybrid Deep Learning Approach for Anomaly Detection in Mental Healthcare Provider Billing: Addressing Label Scarcity through Semi-Supervised Anomaly Detection

Exploring a Hybrid Deep Learning Approach for ...

Machine Learning
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Samirah Bakker
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Development of Hybrid Artificial Intelligence Training on Real and Synthetic Data: Benchmark on Two Mixed Training Strategies

Development of Hybrid Artificial Intelligence ...

Machine Learning
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librarian
1 view
Faster Diffusion Models via Higher-Order Approximation

Faster Diffusion Models via Higher-Order Appro...

Machine Learning
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librarian
3 views
UMA: A Family of Universal Models for Atoms

UMA: A Family of Universal Models for Atoms

Machine Learning
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librarian
3 views
Bridging Theory and Practice in Link Representation with Graph Neural Networks

Bridging Theory and Practice in Link Represent...

Machine Learning
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librarian
3 views
Teaching Time Series to See and Speak: Forecasting with Aligned Visual and Textual Perspectives

Teaching Time Series to See and Speak: Forecas...

Machine Learning
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librarian
4 views
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage

Optimising 4th-Order Runge-Kutta Methods: A Dy...

Machine Learning
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Gavin Goodship
11 views
Flow-Based Single-Step Completion for Efficient and Expressive Policy Learning

Flow-Based Single-Step Completion for Efficien...

Machine Learning
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librarian
450 views
Process mining-driven modeling and simulation to enhance fault diagnosis in cyber-physical systems

Process mining-driven modeling and simulation ...

Machine Learning
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librarian
20 views
Latent Prototype Routing: Achieving Near-Perfect Load Balancing in Mixture-of-Experts

Latent Prototype Routing: Achieving Near-Perfe...

Machine Learning
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librarian
11 views
Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace Inference

Scalable Bayesian Low-Rank Adaptation of Large...

Machine Learning
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librarian
9 views
DiLoCoX: A Low-Communication Large-Scale Training Framework for Decentralized Cluster

DiLoCoX: A Low-Communication Large-Scale Train...

Machine Learning
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librarian
8 views
Where to find Grokking in LLM Pretraining? Monitor Memorization-to-Generalization without Test

Where to find Grokking in LLM Pretraining? Mon...

Machine Learning
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Ziyue Li
9 views
mTSBench: Benchmarking Multivariate Time Series Anomaly Detection and Model Selection at Scale

mTSBench: Benchmarking Multivariate Time Serie...

Machine Learning
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librarian
13 views
LoX: Low-Rank Extrapolation Robustifies LLM Safety Against Fine-tuning

LoX: Low-Rank Extrapolation Robustifies LLM Sa...

Machine Learning
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librarian
22 views
CAWR: Corruption-Averse Advantage-Weighted Regression for Robust Policy Optimization

CAWR: Corruption-Averse Advantage-Weighted Reg...

Machine Learning
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Ranting Hu
12 views
Over-squashing in Spatiotemporal Graph Neural Networks

Over-squashing in Spatiotemporal Graph Neural ...

Machine Learning
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librarian
16 views
AutoRule: Reasoning Chain-of-thought Extracted Rule-based Rewards Improve Preference Learning

AutoRule: Reasoning Chain-of-thought Extracted...

Machine Learning
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Tevin Wang
15 views
RePCS: Diagnosing Data Memorization in LLM-Powered Retrieval-Augmented Generation

RePCS: Diagnosing Data Memorization in LLM-Pow...

Machine Learning
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librarian
12 views
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