#POMDP
3 related articles
·4 min
Reframing Low-Resource Machine Translation with POMDP: Designing a Bengali Translation Agent
Explore how POMDP remodels low-resource machine translation for Bengali, combining MBR decoding and active disambiguation to tackle ambiguity, code-mixing, and speech noise.
Read more →
·3 min
Modeling Care Escalation Decisions with POMDP: When Is It Appropriate, and When Is It Overkill?
Analysis of when POMDP modeling fits care escalation decisions: hidden states, noisy observations, and asymmetric costs. From threshold methods to belief state updates, a phased pragmatic roadmap.
Read more →
·4 min
Reinforcement Learning for AI Agents: A Deep Dive into RLHF and Agentic RL
A deep dive into RL for AI agents: from RLHF to Agentic RL, covering PPO vs. GRPO, sparse rewards, tool-calling optimization, and verifiable rewards.
Read more →