PRO (AAAI 2026) Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models RAD (ECML PKDD 2026) Retrieval-augmented Decoding for Improving Truthfulness in Open-ended Generation UAB Uncertainty-Aware Budget Allocation for Adaptive Test-Time Reasoning DAR Hear Both Sides: Efficient Multi-Agent Debate via Diversity-Aware Message Retention RCS Beyond Majority Voting: Efficient Best-Of-N with Radial Consensus Score GRAD GRAD: Graph-Retrieved Adaptive Decoding for Hallucination Mitigation Tutorial Demo (AJCAI 2024) Demo part of "Towards Safe and Controlled Large Language Models" tutorial in the AJCAI 2024. Kalapa Competition 1st Prize Solution for the Kalapa Credit Scoring Competition