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Kancheti Sai Srinivas
About
I am a final year Ph.D. student at IIT Hyderabad, advised by Prof. Vineeth N Balasubramanian. My research focuses on trustworthy machine learning and on multimodality, with recent work on enhancing visual reasoning in Multimodal Language Models.
You can find my CV here.
Research Interests
Visual reasoning in Multimodal LLMs (spatial reasoning, grounding, RLVR/RL post-training)
Human-in-the-loop / preference-aware learning (algorithmic recourse)
Robustness, interpretability, and reliability of ML systems
News
[Feb 2026] Attenting ACM ARCS 2026 at IIT Hyderabad
[Jul 2025] Visiting Researcher at Microsoft Research India, Bangalore.
[2024] Awarded the Microsoft India Research PhD Award.
[Jan 2024] Presented “Interpretable Model Drift Detection” at CODS-COMAD 2024.
[2021] Awarded the Prime Minister's Research Fellowship (PMRF), December 2020 cycle.
Publications
Here is my Google Scholar
[2025] Efficient Vocabulary-Free Fine-Grained Visual Recognition in the Age of Multimodal LLMs – Hari Chandana K., K. Sai Srinivas, Gowtham Reddy A., Vineeth N. Balasubramanian. Transactions on Machine Learning Research (TMLR), 2025. OpenReview
[2025] HARE: Human-in-the-Loop Algorithmic Recourse – K. Sai Srinivas*, Rahul Vigneswaran*, Bamdev Mishra, Vineeth N. Balasubramanian. Transactions on Machine Learning Research (TMLR), 2025. OpenReview
[2025] Semantic Alignment for Prompt-Tuning in Vision Language Models – K. Sai Srinivas*, Hari Chandana K*, Gowtham Reddy A., Vineeth N. Balasubramanian. Transactions on Machine Learning Research (TMLR), 2025. OpenReview
[2025] Conformal Prediction in the Age of Multimodal Foundation Models: A Survey – K. Sai Srinivas*, Christian Stavan*, Kunal Tilaganji*, Sai Mathura Krishnan*, Vineeth N. Balasubramanian. Book chapter submission (2025).
[2024] Interpretable Model Drift Detection – Pranoy Panda, K. Sai Srinivas, V. Balasubramanian, Gaurav Sinha, CODS-COMAD ’24 link
[2022] Matching Learned Causal Effects of Neural Networks with Domain Priors – K. Sai Srinivas*, A. Gowtham Reddy*, V. Balasubramanian, Amit Sharma, ICML’22 link
Preprints / Under Review
[2025] Visual Spatial Reasoning through RL: Successes, Failures, and Lessons – K. Sai Srinivas*, Aditya S. Kanade*, Rohit Sinha, Tanuja Ganu, Vineeth N. Balasubramanian. (under review) link
[2025] Do SOTA Multimodal Reasoning Models Exhibit Generalized Spatial Intelligence? – K. Sai Srinivas*, Aditya S. Kanade*, Tanuja Ganu, Vineeth N. Balasubramanian. (under review)
Education
PhD, Department of CSE, IIT Hyderabad, Jan 2021 - Present (PMRF Scholar; GPA: 9.47)
Dual-Degree (BTech & MTech), Department of CSE, IIT Madras, Jul 2013 - Jul 2019 (Minor: Operations Research; GPA: 8.91)
Awards & Service
Microsoft India Research PhD Award (2024).
Prime Minister's Research Fellowship (PMRF) (2021).
Reviewer: TMLR; CVPR 2025 (top reviewer); AISTATS 2025; AAAI 20242025; NeurIPS 2024; ECCV 2024; subreviewer for ICML 20232024, IJCAI 2023, ICLR 2022/2023, AISTATS 2022.
Teaching Assistant: Deep Learning for Vision (Fall 2019, Spring 2021); Deep Learning (Spring 2022); Foundations of Machine Learning (Fall 2022); Advanced Topics in Machine Learning (Spring 2024).
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