Update README.md

README.md

@@ -6,7 +6,7 @@ colorTo: gray
 ---
 # Articulated Research Institute for Scientific Excellence
 
-**ARISE** is an applied machine learning research lab based in Bangladesh. We work wherever rigorous ML methodology meets real-world complexity — from financial markets and satellite imagery to regional languages, medical imaging, explainability, and beyond.
+**A.R.i.S.E.** is an applied machine learning research lab based in Bangladesh. We work wherever rigorous ML methodology meets real-world complexity — from financial markets and satellite imagery to regional languages, medical imaging, explainability, and beyond.
 
 Our research spans the full arc from early-stage ideas to published results. Some projects are foundational explorations; others carry peer-reviewed contributions and public datasets. What ties them together is a commitment to methodologically sound, reproducible science — with a focus on problems that matter in South Asian and low-resource contexts.
 
@@ -39,14 +39,6 @@ This list grows. If something is in our pipeline, it will eventually surface her
 
 ---
 
-## Selected Publications
-
-- **Transformer-Based Stock Movement Prediction for the Dhaka Stock Exchange** — *IJCIA 2023* · 120+ citations
-- **Temporal Coverage Bias in Emerging Market Financial Datasets** — *Under review, PLOS ONE* · arXiv preprint available
-- **DSE Coverage-Aware Clustering** — *Manuscript finalized, targeting Expert Systems with Applications*
-
----
-
 ## Get in Touch
 
 We welcome collaboration with researchers working on applied ML problems, particularly in low-resource, domain-specific, or underrepresented settings.