minor formatting fixes

update people card, about and contact details.

Author: Animesh Garg

_bibliography/pair.bib

@@ -1907,6 +1907,18 @@ @article{Darvish2026
   tags={Simulation, Manpiulation},
 }
 
+@article{thakkar2026llmfeedbackenhancereview,
+      title={Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025}, 
+      author={Nitya Thakkar and Mert Yuksekgonul and Jake Silberg and Animesh Garg and Nanyun Peng and Fei Sha and Rose Yu and Carl Vondrick and James Zou},
+      year={2026},
+      arxiv={2504.09737},
+      month={jan},
+      journal = {Nature Machine Intelligence},
+      code={https://github.com/zou-group/review_feedback_agent}, 
+      preview={llm-feedback.jpg},
+      tags={Machine Learaning, Robotics},
+}
+
 % ==========
 % Thesis
 % ==========
@@ -1947,16 +1959,6 @@ @unpublished{singh2025ogvla3dawarevisionlanguage
       preview={ogvla-2025.jpg}
 }
 
-@unpublished{thakkar2025llmfeedbackenhancereview,
-      title={Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025}, 
-      author={Nitya Thakkar and Mert Yuksekgonul and Jake Silberg and Animesh Garg and Nanyun Peng and Fei Sha and Rose Yu and Carl Vondrick and James Zou},
-      year={2025},
-      arxiv={2504.09737},
-      month={apr},
-      code={https://github.com/zou-group/review_feedback_agent}, 
-      preview={llm-feedback.jpg},
-}
-
 @unpublished{zhang2025scalinglawsscientificdiscovery,
       title={Scaling Laws in Scientific Discovery with AI and Robot Scientists}, 
       author={Pengsong Zhang and Heng Zhang and Huazhe Xu and Renjun Xu and Zhenting Wang and Cong Wang and Animesh Garg and Zhibin Li and Arash Ajoudani and Xinyu Liu},

_includes/people_card.liquid

@@ -22,7 +22,15 @@
       {% endif %}
       <div class="{% if people.img %}col-md-9{% else %}col-md-12{% endif %}">
         <div class="card-body">
-          <h5 class="card-title">{{ people.name }}</h5>
+          <h5 class="card-title">
+            {% if people.website %}
+              <a href="{{ people.website }}">{{ people.name }}</a>
+            {% elsif people.linkedin %}
+              <a href="{{ people.linkedin }}">{{ people.name }}</a>
+            {% else %}
+              {{ people.name }}
+            {% endif %}
+          </h5>
           <p class="card-text">{{ people.role }}</p>
           <div class="row ml-1 mr-1 p-0">
             {% if people.email %}

_news/2026-01-31-icra-papers.md

@@ -4,4 +4,4 @@ date: 2026-01-31 08:47:00-0930
 inline: true
 ---
 
-Our work [Amplify](https://amplify-robotics.github.io/), [Cobalt](https://cobalt-teleop.github.io/), [SoftMimicGen](softmimicgen.github.io) will be at [ICRA 2026](https://2026.ieee-icra.org/).
+Our work [Amplify](https://amplify-robotics.github.io/), [Cobalt](https://cobalt-teleop.github.io/), [SoftMimicGen](https://softmimicgen.github.io/) will be at [ICRA 2026](https://2026.ieee-icra.org/).

_pages/about.md

@@ -40,7 +40,7 @@ We work on challenging open problems at the intersection of computer vision, mac
 
 If you are interested in joining us, please see details on the [contact]({{ site.baseurl}}/contact) page.
 
-**Research Interests**: Robotics, Reinforcement Learning, Causality, Perception  
-**Current Applications**: Mobile-Manipulation in Retail/Warehouse, Personal/Sevice, and Surgical/Medical robotics.
+**Research Interests**: Robotics, Reinforcement Learning, 3D Perception, World Models.  
+**Current Applications**: Humanoids in Personal/Service, Self-Driving Labs and Surgical/Medical robotics.
 
 ---

_pages/contact.md

@@ -33,7 +33,7 @@ Please follow instructions in course material to contact staff.
 
 {% details **How to Get Here** %}
 
-You may follow the [**Maps**](https://www.google.com/maps/place/Coda/@33.7753082,-84.3881242,19.37z/data=!4m6!3m5!1s0x88f5046677950223:0x7fd1ad077b382c98!8m2!3d33.7752651!4d-84.3876426!16s%2Fg%2F11c6lvs7sl!5m1!1e1?coh=245187&entry=tts&g_ep=EgoyMDI1MDUxMS4wIPu8ASoJLDEwMjExNDUzSAFQAw%3D%3D&skid=4c7009e2-1301-425b-a27f-88ffef9d795f)
+You may follow the **[Maps](https://www.google.com/maps/place/Coda/@33.7753082,-84.3881242,19.37z/data=!4m6!3m5!1s0x88f5046677950223:0x7fd1ad077b382c98!8m2!3d33.7752651!4d-84.3876426!16s%2Fg%2F11c6lvs7sl!5m1!1e1?coh=245187&entry=tts&g_ep=EgoyMDI1MDUxMS4wIPu8ASoJLDEwMjExNDUzSAFQAw%3D%3D&skid=4c7009e2-1301-425b-a27f-88ffef9d795f)**
 
 You can also get to CODA on public transport using MARTA.  
 Disemabark on North Avenue MARTA Station and walk one block north on W Peachtree St NE