We’re thrilled to share that our team’s work LightMem has been accepted to ICLR 2026 🎉 Paper: arxiv.org/abs/2510.18866 Code: github.com/zjunlp/LightMem LightMem is a lightweight, modular memory system for LLM agents that enables scalable long-context reasoning and structured memory management across tasks and environments. Recent updates: 1️⃣ Introduced a comprehensive baseline evaluation framework for benchmarking memory layers (Mem0, A-MEM, LangMem) across datasets like LoCoMo and LongMemEval 2️⃣ Released a demo video showcasing long-context handling, along with tutorial notebooks covering multiple usage scenarios 3️⃣ Enabled multi-tool invocation via MCP Server integration 4️⃣ Added full LoCoMo dataset support and integrated GLM-4.6, achieving strong performance and efficiency with reproducible scripts 5️⃣ Supported local deployment through Ollama, vLLM, and Transformers with automatic model loading #ICLR2026 #LLM #Agents #MemorySystems #LightMem
