AmberLJC/LLMSys-PaperList resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

2233 stars · 119 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated list of academic papers, tutorials, and projects on Large Language Model systems, covering training, serving, agentic systems, and AI-for-systems research. It includes trend analyses and reproduction scripts tracking how the field evolved from 2024 to 2026.

Use cases

• find papers on LLM training and serving systems
• keep up with the latest LLM systems research
• research topics for a graduate thesis on MLSys
• learn about speculative decoding and sparse attention techniques
• find LLM frameworks and benchmarks for a project
• prepare for a systems for AI interview or course

When to choose

• you want a curated, categorized reading list of LLM systems papers
• you need trend analysis of where LLM systems research is heading
• you are a researcher or student surveying the MLSys field

When to avoid

• you need runnable software rather than a reading list
• you want a general LLM paper list not focused on systems
• you need a maintained tool with a license and releases

Facets

learning-resource · maturity active

documentation benchmarking llm-training llm-inference large-language-models machine-learning developer-tools tutorials awesome-lists python cross-platform paper-list llm-systems curated-list research-papers mlsys academic-papers

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markdown · JSON · MCP: product_card(name="AmberLJC/LLMSys-PaperList")