output
20052026
most citedTowards a Robust Parameterization for Conditioning Facies Models Using Deep Variational Autoencoders and Ensemble Smoother

178 citations

48 papers

cs.CL2026

Protocol Compression Changes Which Party Pays: Bilateral Cost in Cross-Organization LLM Agent Communication

Janghoon Lee

Agents that talk across organizations exchange long messages billed by the token. A shorter notation therefore looks like a saving that costs nothing but an agreement to use it. Re…

cs.CL2026

Repair, Not Improvement: Decomposing Constrained Decoding in Tool-Call Abstention

Janghoon Lee

A tool-calling router has to pick the right tool when one applies and decline when none does. Restricting the decoder to a grammar over the tool names is the standard remedy for th…

cs.CL2026

Most of the LLM Routing Gap Is Task Type

Janghoon Lee

An LLM router picks which model should answer each query. The appeal is that models fail on different questions. Whatever single model is best overall still gets some wrong, and an…

cs.LG2025★ 2 cited

3W Dataset 2.0.0: a realistic and public dataset with rare undesirable real events in oil wells

Ricardo Emanuel Vaz Vargas, Afrânio José de Melo Junior, Celso José Munaro +17

In the oil industry, undesirable events in oil wells can cause economic losses, environmental accidents, and human casualties. Solutions based on Artificial Intelligence and Machin…

physics.geo-ph2025

Geophysics-informed neural network for model-based seismic inversion using surrogate point spread functions

Marcus Saraiva, Ana Muller, Alexandre Maul

Model-based seismic inversion is a key technique in reservoir characterization, but traditional methods face significant limitations, such as relying on 1D average stationary wavel…

math.OC2025

A relax-fix-and-exclude algorithm for an MINLP problem with multilinear interpolations

Bruno Machado Pacheco, Pedro Marcolin Antunes, Eduardo Camponogara +4

This paper introduces a novel algorithm for Mixed-Integer Nonlinear Programming (MINLP) problems with multilinear interpolations of look-up tables. These problems arise when object…