Latest Research in Machine Learning

74 research papers · 2026 median publication year

Top Research Topics in Machine Learning

Highest-Cited Papers

  1. Spectral Analysis of Epidemic Dynamics via the Kirchhoff Index
  2. A Linearly Convergent Projection-Free Algorithm for Smooth Convex Sets
  3. Stochastic Saddle Avoidance Beyond Unit Excitation and Smoothness: A Pathwise Lyapunov-Perron Framework
  4. Sliding Methods for Hölder-Smooth Convex--Concave Minimax Optimization with Bilinear Coupling
  5. THRESHOLDS AND FLUCTUATIONS OF SUBMULTIPLEXES IN RANDOM MULTIPLEX NETWORKS
  6. From $L$-domination maximal inequalities to infinite-dimensional martingales, towards high-dimensional statistics
  7. Revisiting Decomposition-Invariant Conditional Gradient Methods for Polytopes
  8. Mixing-Free and Signal-Optimal Learning of Gaussian Graphical Models from Glauber Dynamics
  9. The Magnus Matrix Tree IV: Basis-Compressed Kinetic Operators, Projected Rank-Two Transfers, and Online Selector Admission
  10. A Framework for Stochastic Differentiable Programming
  11. Sharp Root Anti-Concentration via Projective Incidence and Ordered Root Laws
  12. Interaction Is Not Necessary for Order-Optimal 1-Bit Mean Estimation
  13. Effective graph resistance as cumulative heat dissipation
  14. Exact detection threshold of the packing test
  15. Sharp analysis of sketched least squares and randomized low-rank approximation
  16. Density-Robust Spherical Coordinates from Persistent Cohomology
  17. Minimaxity and Efficiency in Exponential Family Regression: From Star-Shaped to Convex Constraints
  18. The Binomial Channel: On Capacity, Optimal Inputs, and Beta-Binomial Approximation
  19. Windowed thinning and query complexity for the bouncy particle and Zigzag samplers
  20. The Computable but Not Learnable Information-Value-Free Equilibria and Regulation of Algorithmic Collusion
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2026 AUG Q1

Machine Learning

74 papers

Top Topics (10)

Optimization and Control17
Statistics Theory7
Machine Learning5
Numerical Analysis5
Complex Network Analysis Techniques4
Probability4
Physics and Society4
Machine Learning3
Nonlinear Dynamics and Pattern Formation2
Statistical Mechanics2

Top Publications (20)

1.Spectral Analysis of Epidemic Dynamics via the Kirchhoff Index2.A Linearly Convergent Projection-Free Algorithm for Smooth Convex Sets3.Stochastic Saddle Avoidance Beyond Unit Excitation and Smoothness: A Pathwise Lyapunov-Perron Framework4.Sliding Methods for Hölder-Smooth Convex--Concave Minimax Optimization with Bilinear Coupling5.THRESHOLDS AND FLUCTUATIONS OF SUBMULTIPLEXES IN RANDOM MULTIPLEX NETWORKS6.From $L$-domination maximal inequalities to infinite-dimensional martingales, towards high-dimensional statistics7.Revisiting Decomposition-Invariant Conditional Gradient Methods for Polytopes8.Mixing-Free and Signal-Optimal Learning of Gaussian Graphical Models from Glauber Dynamics9.The Magnus Matrix Tree IV: Basis-Compressed Kinetic Operators, Projected Rank-Two Transfers, and Online Selector Admission10.A Framework for Stochastic Differentiable Programming11.Sharp Root Anti-Concentration via Projective Incidence and Ordered Root Laws12.Interaction Is Not Necessary for Order-Optimal 1-Bit Mean Estimation13.Effective graph resistance as cumulative heat dissipation14.Exact detection threshold of the packing test15.Sharp analysis of sketched least squares and randomized low-rank approximation16.Density-Robust Spherical Coordinates from Persistent Cohomology17.Minimaxity and Efficiency in Exponential Family Regression: From Star-Shaped to Convex Constraints18.The Binomial Channel: On Capacity, Optimal Inputs, and Beta-Binomial Approximation19.Windowed thinning and query complexity for the bouncy particle and Zigzag samplers20.The Computable but Not Learnable Information-Value-Free Equilibria and Regulation of Algorithmic Collusion
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