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0111 · Nov 200319922001200920182026
6 results for PQRS

PQR estimates reward functions from actions and states without assuming state-only rewards.

problem Estimating reward functions from actions and states without state-only assumptions.
method Deep learning approach that sequentially estimates policy, Q-function, and reward.
result PQR uniquely recovers true reward with known transitions and bounds error with unknown transitions.

We give an overview of issues surrounding computer-verified theorem proving in the standard pure-mathematical context. This is based on my talk at the PQR conference (Brussels, June 2003).

2003-11-16abs ↗pdf ↗

PQR model tackles online learning with high-dimensional data.

problem Online learning with high-dimensional data and non-convex quadratic regression.
method Projective Quadratic Regression (PQR) model capturing second-order feature information, convexity, and applicability of existing optimization methods.
result PQR model achieves global optimal solution and handles high-dimensional data efficiently.

We pursue the symplectic description of toric Kahler manifolds. There exists a general local classification of metrics on toric Kahler manifolds equipped with Hamiltonian two-forms due to Apostolov, Calderbank and Gauduchon(ACG). We derive the symplectic potential for these metrics. Using a method due to Abreu, we rela…

2007-07-30abs ↗pdf ↗

Local corner-factor conjecture for Neumann jump determinants supported by models.

problem Determining the determinant of Neumann jump operator on piecewise curves.
method Formulated conjecture, supported by three model calculations, and discussed connections.
result Support for the conjectural determinant formula \(\Det_{\angle}'\cN = \frac{\length(\partial P)}2 \prod_{j=1}^Nα_j^{-1/2}\).