Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models Nguyen M, Gupta S, Le H 2026 / AAAI Conference on Artificial Intelligence (AAAI)(accepted on Nov 08, 2025).
Rethinking Deep Alignment Through The Lens Of Incomplete Learning Bach T, Nguyen DT, Le TM, Tran T 2026 / AAAI Conference on Artificial Intelligence (AAAI)(accepted on Nov 08, 2025).
Robust SDE Parameter Estimation under Missing Time Information Setting Tran L, Tran T, Nguyen P 2026 / AAAI Conference on Artificial Intelligence (AAAI)(accepted on Nov 08, 2025).
Federated Domain Generalization with Latent Space Inversion Palakkadavath R, Le H, Nguyen-Tang T, Venkatesh S, Gupta S 2025 doi: 10.48550/arxiv.2512.10224
Accelerating Long-Term Molecular Dynamics with Physics-Informed Time-Series Forecasting Le H, Abbas S, Nguyen MH, Do VD, Nguyen HH, Dũng NV 2025 doi: 10.48550/arxiv.2510.01206
Rapid Selection and Ordering of In-Context Demonstrations via Prompt Embedding Clustering Pham K, Le H, Ngo M, Tran T 2025
h-Edit: Effective and Flexible Diffusion-Based Editing via Doob’s h-Transform Nguyen T, Do K, Kieu D, Nguyen T 2025 / 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)28490 - 28501. doi: 10.1109/cvpr52734.2025.02653
Multi-Reference Preference Optimization for Large Language Models Le H, Tran Q, Nguyen DT, Do K, Mittal S, Ogueji K, Venkatesh S 2025, 39(23), 24375 - 24383. doi: 10.1609/aaai.v39i23.34615
Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language Models Le Q, Dang LH, Le NH, Tran T, Le TM 2025, 39(4), 4473 - 4481. doi: 10.1609/aaai.v39i4.32471
Learning Structural Causal Models from Ordering: Identifiable Flow Models Le MK, Do K, Tran T 2025, 39(17), 17831 - 17839. doi: 10.1609/aaai.v39i17.33961
Unpaired recurrent learning for real-world video de-hazing Patil PW, Randive SN, Gupta S, Rana S, Venkatesh S, Murala S 2025 / Pattern Recognition, 166:111698. doi: 10.1016/j.patcog.2025.111698
LaGR-SEQ: Language-guided reinforcement learning with sample-efficient querying George TK, Semage BL, Rana S, Le H, Tran T, Gupta S, Venkatesh S 2025 / Neural Computing and Applications, 37:12447 - 12470.
Physics-informed machine learning for predicting the ballistic limit of whipple shields Ryan S, Le H, Berk J, Kumar AVA, Venkatesh S 2025 / International Journal of Impact Engineering, 203:105364. doi: 10.1016/j.ijimpeng.2025.105364
Targeted Manifold Manipulation Against Adversarial Attacks Ghosh B, Harikumar H, Venkatesh S, Rana S 2025 / 2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML)427 - 438. doi: 10.1109/satml64287.2025.00030
Accelerated experimental design using a human–AI teaming framework V. AKA, Shilton A, Gupta S, Ryan S, Abdolshah M, Le H, Rana S, Berk J, Rashid M, Venkatesh S 2025 / Knowledge-Based Systems, 315:113138. doi: 10.1016/j.knosys.2025.113138
Accelerated Discovery of Solid-State Electrolytes Using Bayesian Optimization Tawfik SA, Berk J, Walsh TR, Rana S, Venkatesh S 2025 / The Journal of Physical Chemistry C, 129(13), 6148 - 6156.
Fair Domain Generalization with Heterogeneous Sensitive Attributes Across Domains Palakkadavath R, Le H, Nguyen-Tang T, Gupta S, Venkatesh S 2025 / 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)7389 - 7398. doi: 10.1109/WACV61041.2025.00718
Predicting the Electron Density of Charged Systems Using Machine Learning Tawfik SA, Gupta S, Venkatesh S 2025 / The Journal of Physical Chemistry A, 129(8), 2117 - 2122.
Human-Aligned Skill Discovery: Balancing Behaviour Exploration and Alignment Hussonnois M, Karimpanal TG, Rana S 2025 / International Joint Conference on Autonomous Agents and Multiagent Systems1025 - 1033. doi: 10.48550/arxiv.2501.17431
Causal Discovery via Bayesian Optimization Duong B, Gupta S, Nguyen T 2025 doi: 10.48550/arxiv.2501.14997
