Disease Trajectory Forecasting

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

4 shown of 4 papers with code (6 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• CLIMAT: Clinically-Inspired Multi-Agent Transformers for Knee Osteoarthritis Trajectory Forecasting
  8 Apr 2021 2 repositories listed
  We show the effectiveness of our method in predicting the development of structural knee osteoarthritis changes over time.
• Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data
  25 Oct 2022 1 repository listed
  Deep neural networks are often applied to medical images to automate the problem of medical diagnosis.
• Learning Dynamic and Personalized Comorbidity Networks from Event Data using Deep Diffusion Processes
  8 Jan 2020 1 repository listed
  Comorbid diseases co-occur and progress via complex temporal patterns that vary among individuals.
• RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism
  19 Aug 2016 1 repository listed
  RETAIN was tested on a large health system EHR dataset with 14 million visits completed by 263K patients over an 8 year period and demonstrated predictive accuracy and computational scalability comparable to…