Research on My Learning Notes https://learning-notes-dz2.pages.dev/categories/research/ Recent content in Research on My Learning Notes Hugo -- 0.124.0 en Tue, 16 Jun 2026 07:19:01 +0000 Paper Roundup: LLM Safety & RLHF at NeurIPS 2025 and ICLR 2026 https://learning-notes-dz2.pages.dev/posts/2026-04-29/ Wed, 29 Apr 2026 00:00:00 +0700 https://learning-notes-dz2.pages.dev/posts/2026-04-29/ A curated list of papers on alignment, preference optimization, mechanistic interpretability, and reasoning from the two biggest ML conferences this cycle — with personal takes on the ones that matter most. Ara: What If Research Papers Were Executable? https://learning-notes-dz2.pages.dev/posts/2026-04-28/ Tue, 28 Apr 2026 00:00:00 +0700 https://learning-notes-dz2.pages.dev/posts/2026-04-28/ A deep look at Agent-Native Research Artifacts (Ara) — a proposed replacement for academic PDFs that packages research as machine-executable knowledge bundles. What it gets right, what it gets wrong, and why it matters for AI-assisted research. Sparse Autoencoders: The Swiss Army Knife of Interpretability https://learning-notes-dz2.pages.dev/posts/2026-04-08/ Wed, 08 Apr 2026 00:00:00 +0700 https://learning-notes-dz2.pages.dev/posts/2026-04-08/ SAEs went from niche interpretability tool to dominant research theme in one year. Where they’re being applied, what they reveal, and the fundamental limitations nobody has solved yet. A Curated Guide to LLMs, Reinforcement Learning, and AI Safety https://learning-notes-dz2.pages.dev/posts/2025-12-28/ Sun, 28 Dec 2025 00:00:00 +0700 https://learning-notes-dz2.pages.dev/posts/2025-12-28/ Books, papers, conferences, and researchers — a personal resource list for anyone going deep into LLMs, RL, and AI safety.