alignment algorithms — 2 Technical Articles

Aug 26, 2025 · Artificial Intelligence

Mastering RLHF, DPO, and KTO: A Complete Guide to Human‑Feedback Alignment Techniques

This comprehensive guide explains the full RLHF training pipeline, the mathematical foundations of reward modeling and PPO, and introduces DPO and KTO algorithms—including their implementations, advantages, limitations, and practical tuning strategies—for building aligned large language models.

DPOHuman FeedbackKTO

0 likes · 32 min read

Mastering RLHF, DPO, and KTO: A Complete Guide to Human‑Feedback Alignment Techniques

AI Frontier Lectures

Mar 25, 2025 · Artificial Intelligence

What Drives Alignment in Multimodal Large Language Models? A Comprehensive Review

This article provides an in‑depth review of alignment algorithms for multimodal large language models, covering application scenarios, dataset construction methods, evaluation benchmarks, current challenges, and future research directions, while summarizing contributions from leading academic institutions.

AI researchalignment algorithmsdataset construction

0 likes · 22 min read

What Drives Alignment in Multimodal Large Language Models? A Comprehensive Review