This is the reading list for the survey "A Survey on the Optimization of LLM-based Agents ". We will keep adding papers and improving the list. Any suggestions and PRs are welcome!
☆252Oct 29, 2026Updated this week
Alternatives and similar repositories for Awesome-LLM-Agent-Optimization-Papers
Users that are interested in Awesome-LLM-Agent-Optimization-Papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 这是对基于大模型的多智能体系统论文的总结☆10Jun 23, 2024Updated 2 years ago
- ☆15Oct 11, 2025Updated last year
- ☆89May 14, 2026Updated 5 months ago
- A repo lists papers related to LLM based agent☆2,356Jul 12, 2025Updated last year
- A collection of papers and libraries for performing multi-agent optimization☆21Oct 23, 2026Updated last week
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆34Sep 19, 2025Updated last year
- ☆23Mar 3, 2026Updated 8 months ago
- The official repository of "SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World".☆29Updated this week
- ☆13Aug 8, 2026Updated 2 months ago
- MPO: Boosting LLM Agents with Meta Plan Optimization (EMNLP 2025 Findings)☆82Aug 20, 2025Updated last year
- ☆517Jul 28, 2025Updated last year
- Survey on LLM Agents (Published on CoLing 2025)☆519Oct 3, 2025Updated last year
- ☆167Jan 21, 2025Updated last year
- ☆21Jun 9, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Contains implementation of the DoubIL and ResiduIL algorithms from the ICML '22 paper Causal Imitation Learning under Temporally Correlat…☆11Dec 9, 2022Updated 3 years ago
- Latest Advances on Reasoning of Multimodal Large Language Models (Multimodal R1 \ Visual R1) ) 🍓☆36Apr 3, 2025Updated last year
- verl-agent is an extension of veRL, designed for training LLM/VLM agents via RL. verl-agent is also the official code for paper "Group-in…☆2,420Jun 9, 2026Updated 4 months ago
- ☆1,345Oct 15, 2025Updated last year
- Code and implementations for the ACL 2025 paper "AgentGym: Evolving Large Language Model-based Agents across Diverse Environments" by Zhi…☆854May 30, 2026Updated 5 months ago
- [ICLR 2026] Generalizable Heuristic Generation Through LLMs with Meta-Optimization☆16Aug 23, 2026Updated 2 months ago
- ☆58Sep 6, 2025Updated last year
- [IJCNN 2025] Empowering LLMs with Parameterized Skills for Adversarial Long-Horizon Planning☆15Oct 28, 2024Updated 2 years ago
- CLIPO: Contrastive Learning in Policy Optimization Generalizes RLVR☆22Apr 7, 2026Updated 6 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [NeurIPS 2026] GenEnv: Difficulty-Aligned Co-Evolution Between LLM Agents and Environment Simulators☆70Sep 25, 2026Updated last month
- An reconstruction of RL Introduction and its course materials for a more efficient entry☆22Oct 14, 2026Updated 2 weeks ago
- Autonomous Agents (LLMs) research papers. Updated Daily.☆1,386Jun 24, 2026Updated 4 months ago
- ☆30May 30, 2026Updated 5 months ago
- Code repository for the ICML 2026 Oral paper "Characterizing, Evaluating, and Optimizing Complex Reasoning".☆22Jun 21, 2026Updated 4 months ago
- AI Systems as Scientific Instruments for Understanding the Mechanisms of Intelligence☆78Sep 17, 2026Updated last month
- ☆62May 21, 2025Updated last year
- Automatic prompt optimization framework for multi-step agent tasks.☆37Nov 12, 2024Updated last year
- ☆1,918Jun 18, 2026Updated 4 months ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Automated EoH☆22Jun 28, 2026Updated 4 months ago
- Agentic MLLMs☆216Oct 24, 2025Updated last year
- L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning☆264May 14, 2025Updated last year
- 有助于理清思路的问题☆11Jun 28, 2025Updated last year
- DeepSeek 系列工作解读、扩展和复现。☆738Mar 9, 2026Updated 7 months ago
- Official implementation of the paper "Chain-of-Experts: When LLMs Meet Complex Operation Research Problems"☆122Feb 6, 2026Updated 8 months ago
- Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning☆1,710Oct 26, 2026Updated last week