Update README.md

README.md

@@ -11,9 +11,8 @@ tags:
 
 ![TRACE method overview](figures/TRACE_method.png)
 
-**Research code accompanying the TRACE ICLR 2027 submission.**
 
-TRACE (formerly BioCHIME in the development scripts) modulates the reference path of temporal single-cell conditional flow matching using transcription-factor regulon derivatives. It first couples retained population snapshots with balanced optimal transport, constructs PCHIP/Hermite reference paths, maps regulon activity derivatives into PCA coordinates with a ridge fit \(Z pprox AW+b\), calibrates their norms, and blends the mapped tangents with geometric PCHIP tangents before shape-preserving projection.
+TRACE modulates the reference path of temporal single-cell conditional flow matching using transcription-factor regulon derivatives. It first couples retained population snapshots with balanced optimal transport, constructs PCHIP/Hermite reference paths, maps regulon activity derivatives into PCA coordinates with a ridge fit \(Z pprox AW+b\), calibrates their norms, and blends the mapped tangents with geometric PCHIP tangents before shape-preserving projection.
 
 This is an **initial code-only release**. Input matrices, frozen TF-target prior, pretrained weights, and third-party benchmark implementations are not included. 
 
@@ -74,6 +73,6 @@ The runner produces fold-level results, mean ± population-SD summaries, and TF
 - `benchmark_table.ot_plan()` attempts exact EMD but has an approximate fallback if EMD fails. Confirm whether the fallback was triggered in archived paper runs before claiming exact reproduction.
 - This release does not yet reproduce all manuscript components (Slingshot curvature, external method baselines, interpolation-family ablations, or saved checkpoints).
 
-## Review and licensing
+## Licensing
 
 The present Hub metadata retains the repository's CC BY-NC-ND 4.0 designation, which restricts derivative works and may not be the desired license for software; confirm the final code license with the lab before public release.