23 citations
- Stanford UniversityUS6 papers
- University of MinnesotaUS3 papers
- American University of BeirutLB2 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- Laboratoire Jacques-Louis LionsFR2 papers
- Microsoft (United States)US2 papers
- National University of SingaporeSG2 papers
- Sorbonne UniversitéFR2 papers
- University of California, IrvineUS2 papers
- University of Minnesota SystemUS2 papers
- Arizona State UniversityUS1 paper
- Australian National UniversityAU1 paper
17 papers · 1 filter
2.5-D Decomposition for LLM-Based Spatial Construction
Paul Whitten, Li-Jen Chen, Sharath Baddam
Autonomous systems that build structures from natural-language instructions need reliable spatial reasoning, yet large language models (LLMs) make systematic coordinate errors when…
Query DAGs: A Practical Paradigm for Implementing Belief Network Inference
Adnan Darwiche, Gregory M. Provan
We describe a new paradigm for implementing inference in belief networks, which relies on compiling a belief network into an arithmetic expression called a Query DAG (Q-DAG). Each…
Interval Influence Diagrams
Kenneth W. Fertig, John S. Breese
We describe a mechanism for performing probabilistic reasoning in influence diagrams using interval rather than point valued probabilities. We derive the procedures for node remova…
Computationally-Optimal Real-Resource Strategies
David Einav, Michael R. Fehling
This paper focuses on managing the cost of deliberation before action. In many problems, the overall quality of the solution reflects costs incurred and resources consumed in delib…
Decision Making Using Probabilistic Inference Methods
Ross D. Shachter, Mark Alan Peot
The analysis of decision making under uncertainty is closely related to the analysis of probabilistic inference. Indeed, much of the research into efficient methods for probabilist…
Integrating Model Construction and Evaluation
Robert P. Goldman, John S. Breese
To date, most probabilistic reasoning systems have relied on a fixed belief network constructed at design time. The network is used by an application program as a representation of…