Search Results for author: Daniel Lawson

Found 5 papers, 1 papers with code

Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees

no code implementations4 Mar 2025 Emma Ceccherini, Ian Gallagher, Andrew Jones, Daniel Lawson

Stability for dynamic network embeddings ensures that nodes behaving the same at different times receive the same embedding, allowing comparison of nodes in the network across time.

Link Prediction Network Embedding +2

EarthquakeNPP: Benchmark Datasets for Earthquake Forecasting with Neural Point Processes

no code implementations27 Sep 2024 Samuel Stockman, Daniel Lawson, Maximilian Werner

However, the currently-used benchmark dataset for NPPs does not represent an up-to-date challenge in the seismological community since it lacks a key earthquake sequence from the region and improperly splits training and testing data.

Benchmarking Dataset Generation +1

Merging Decision Transformers: Weight Averaging for Forming Multi-Task Policies

1 code implementation14 Mar 2023 Daniel Lawson, Ahmed H. Qureshi

Recent work has shown the promise of creating generalist, transformer-based, models for language, vision, and sequential decision-making problems.

Decision Making MuJoCo +1

Co-learning Planning and Control Policies Constrained by Differentiable Logic Specifications

no code implementations2 Mar 2023 Zikang Xiong, Daniel Lawson, Joe Eappen, Ahmed H. Qureshi, Suresh Jagannathan

Synthesizing planning and control policies in robotics is a fundamental task, further complicated by factors such as complex logic specifications and high-dimensional robot dynamics.

Hierarchical Reinforcement Learning reinforcement-learning +3

Cannot find the paper you are looking for? You can Submit a new open access paper.