Research / Results comparison
← Explore the methods
FROM MECHANISMS TO EVIDENCE

Compare the results.
Read the trade-offs.

Inspect the proposed method alongside its baselines. Accuracy, incentives, payment, and privacy answer different questions.

MANUSCRIPT SNAPSHOT20 Oct 2026Reported tables · Fixed sourceView provenance ↗
Source

The current manuscript's RQ1, RQ3, and RQ4 tables. Read the paper and citation. Values are reported results, not independently reproduced here. Newer ongoing experiments and all browser teaching examples are excluded.

MFG-REGRETNET
OUR MEAN − COMPARATOR MEAN
COMPARISON CONTEXT
01 / ALL REPORTED METHODS

02 / EXACT REPORTED VALUES

01

A budget is a spending limit.

Methods can spend different amounts under the same B. Compare actual payments alongside outcomes.

02

Privacy must travel with accuracy.

The RQ4 table is not an individual-privacy-matched comparison. Uniform-DP matches only a mean resource level.

03

Mean differences are descriptive.

Displayed SD is across seeds. No significance, causal advantage, or universal superiority is inferred from the rankings.