diff --git a/_cite/.cache/cache.db b/_cite/.cache/cache.db
index 0c0ea88..87e6554 100644
Binary files a/_cite/.cache/cache.db and b/_cite/.cache/cache.db differ
diff --git a/_data/citations.yaml b/_data/citations.yaml
index cd10f7d..5d6bbe5 100644
--- a/_data/citations.yaml
+++ b/_data/citations.yaml
@@ -17,6 +17,26 @@
   image: images/publication_thumbnails/eval-checklist.png
   plugin: sources.py
   file: sources.yaml
+- id: arxiv:2503.20191
+  title: 'Maya: Optimizing Deep Learning Training Workloads using Emulated Virtual
+    Accelerators'
+  authors:
+  - Srihas Yarlagadda
+  - Amey Agrawal
+  - Elton Pinto
+  - Hakesh Darapaneni
+  - Mitali Meratwal
+  - Shivam Mittal
+  - Pranavi Bajjuri
+  - Srinivas Sridharan
+  - Alexey Tumanov
+  publisher: 21st European Conference on Computer Systems (EuroSys 2026), Edinburgh,
+    April 2026
+  date: '2025-03-27'
+  link: https://arxiv.org/abs/2503.20191
+  image: images/publication_thumbnails/maya.png
+  plugin: sources.py
+  file: sources.yaml
 - id: arxiv:2502.14051
   title: 'RocketKV: Accelerating Long-Context LLM Inference via Two-Stage KV Cache
     Compression'
diff --git a/_data/sources.yaml b/_data/sources.yaml
index 4df2ec9..4ce4aec 100644
--- a/_data/sources.yaml
+++ b/_data/sources.yaml
@@ -1,6 +1,7 @@
 - id: arxiv:2507.09019 # on evaluating llm inf..
   image: images/publication_thumbnails/eval-checklist.png
-- id: arxiv:2502.14051 # maya
+- id: arxiv:2503.20191 # maya
+  publisher: "21st European Conference on Computer Systems (EuroSys 2026), Edinburgh, April 2026"
   image: images/publication_thumbnails/maya.png
 - id: arxiv:2502.14051 # rocketkv
   image: images/publication_thumbnails/rocketkv.png
diff --git a/_members/chus-antonanzas.md b/_members/chus-antonanzas.md
index c7ba6b4..4a4e3a8 100644
--- a/_members/chus-antonanzas.md
+++ b/_members/chus-antonanzas.md
@@ -1,7 +1,7 @@
 ---
 name: Chus Antonanzas
 image: https://chus.space/static/me.jpg
-role: masters
+role: masters-alumni
 aliases:
   - Chus Antonanzas
   - Jesus M. Antonanzas
@@ -11,4 +11,4 @@ links:
   github: chus-chus
 ---
 
-⚡️ At the SAIL lab, I'm helping create infrastructure for the next generation of AI systems (visit my website for more!). ⚡️
\ No newline at end of file
+⚡️ At the SAIL lab, I'm helping create infrastructure for the next generation of AI systems (visit my website for more!). ⚡️
diff --git a/_members/monish-r.md b/_members/monish-r.md
deleted file mode 100644
index 03f1529..0000000
--- a/_members/monish-r.md
+++ /dev/null
@@ -1,9 +0,0 @@
----
-name: Monish R
-image: https://media.licdn.com/dms/image/D5603AQHQ2rKNFM7naQ/profile-displayphoto-shrink_400_400/0/1696646256304?e=1715817600&v=beta&t=KqrqXKr6MpCgLHHrMiRyC_ydcUgMdrQjRfOByFjHu78
-role: masters-alumni
-links:
-  home-page: https://www.linkedin.com/in/monish-r-897708117/
----
-
-My primary focus is Parallel Computing of training algorithms for Machine Learning and Neural Networks. I hope to one day drive new models for data mining that are optimized for existing and future hardware.
\ No newline at end of file
diff --git a/index.md b/index.md
index 5816694..651b7c2 100644
--- a/index.md
+++ b/index.md
@@ -5,6 +5,7 @@ The System for AI Lab (SAIL) at Georgia Tech, led by Prof. Alexey Tumanov, speci
 
 # Recent News
 
+- Our paper on GPU cluster emulation, [Maya](https://arxiv.org/pdf/2503.20191) has been accepted at EuroSys'26! 
 - 🎉 Congratulations to Payman Behnam, Amey Agrawal, Alind Khare, and Dhruv Garg! Three papers accepted at ACM SIGOPS Operating Systems Review, July 2025.
 - We are looking for contributors for our new inference engine [Vajra](https://project-vajra.github.io/). ⚡️
 - Our papers on common anti-patterns in LLm Inference systems evaluations is now on [Arxiv](https://arxiv.org/pdf/2507.09019).