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View article: AgentInstruct: Toward Generative Teaching with Agentic Flows
AgentInstruct: Toward Generative Teaching with Agentic Flows Open
Synthetic data is becoming increasingly important for accelerating the development of language models, both large and small. Despite several successful use cases, researchers also raised concerns around model collapse and drawbacks of imit…
View article: Orca 2: Teaching Small Language Models How to Reason
Orca 2: Teaching Small Language Models How to Reason Open
Orca 1 learns from rich signals, such as explanation traces, allowing it to outperform conventional instruction-tuned models on benchmarks like BigBench Hard and AGIEval. In Orca 2, we continue exploring how improved training signals can e…
View article: Fault-Aware Neural Code Rankers
Fault-Aware Neural Code Rankers Open
Large language models (LLMs) have demonstrated an impressive ability to generate code for various programming tasks. In many instances, LLMs can generate a correct program for a task when given numerous trials. Consequently, a recent trend…
View article: S3RP: Self-Supervised Super-Resolution and Prediction for Advection-Diffusion Process
S3RP: Self-Supervised Super-Resolution and Prediction for Advection-Diffusion Process Open
We present a super-resolution model for an advection-diffusion process with limited information. While most of the super-resolution models assume high-resolution (HR) ground-truth data in the training, in many cases such HR dataset is not …
View article: Probabilistic knowledge-based characterization of conceptual geological models
Probabilistic knowledge-based characterization of conceptual geological models Open
The construction of conceptual geological models is an essential task in petroleum exploration, especially during the early stages of investment, when evidence about the subsurface is limited. In this task, geoscientists recreate the most …
View article: Plantwide control of an oil production network
Plantwide control of an oil production network Open
In this paper, we consider Real-Time Optimization (RTO) and control of an oil production system. We follow a systematic plantwide control procedure. The process consists of two gas-lift oil wells connected to a pipeline-riser system, and a…
View article: casadi/casadi: 3.5.1
casadi/casadi: 3.5.1 Open
Install Grab a binary from the table (for MATLAB, use the newest compatible version below): WindowsLinuxMac Matlab R2016a or later,R2014b, R2014a, R2013a or R2013b R2014b or later,R2014a R2015a or later,R2014b,R2014a Octave 4.4.1 (32b…
View article: A two-layer structure for stabilization and optimization of an oil gathering network**We acknowledge the support of the Center for Integrated Operations at NTNU (Norway).
A two-layer structure for stabilization and optimization of an oil gathering network**We acknowledge the support of the Center for Integrated Operations at NTNU (Norway). Open
In this work, we present the control and optimization of a network consisting of two gas-lifted oil wells, a common pipeline-riser system and a separator. The gas-lifted oil wells may be open-loop unstable. The regulatory layer stabilizes …