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125
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FMOODS
2008
15 years 4 months ago
Semantic Foundations and Inference of Non-null Annotations
This paper proposes a semantics-based automatic null pointer analysis for inferring non-null annotations of fields in objectoriented programs. The analysis is formulated for a mini...
Laurent Hubert, Thomas P. Jensen, David Pichardie
128
Voted
ICAI
2004
15 years 4 months ago
Plan Understanding: Inferring Implicit Dependencies from Explicit Elements in Multi-Agent Plan Representations
Current planning systems often fail to represent the reasons why certain planning decisions are made. Explicit representation of this Plan Rationale is crucial for automated plan m...
James P. Allen, Phil DiBona
131
Voted
UAI
1998
15 years 4 months ago
Large Deviation Methods for Approximate Probabilistic Inference
We study two-layer belief networks of binary random variables in which the conditional probabilities Pr childjparents depend monotonically on weighted sums of the parents. In larg...
Michael J. Kearns, Lawrence K. Saul
ICML
2008
IEEE
16 years 4 months ago
Memory bounded inference in topic models
What type of algorithms and statistical techniques support learning from very large datasets over long stretches of time? We address this question through a memory bounded version...
Ryan Gomes, Max Welling, Pietro Perona
108
Voted
SAC
2006
ACM
15 years 9 months ago
Decoupling classes with inferred interfaces
Using small, context-specific interfaces in variable declarations serves the decoupling of classes and increases a program’s flexibility. To minimize its interface, a thorough a...
Friedrich Steimann, Philip Mayer, Andreas Meissner