AI Journal Club for Researchers ft. Ben Coleman (Google Deepmind)
🌟 Join the Workato AI Research Lab for an engaging series of discussion-driven sessions, tailored for AI researchers!
These meetups are dedicated to fostering open dialogue and deep technical discussions among peers at the forefront of AI research. Whether you're keen to share recent papers, discuss your ongoing projects, or gain new insights, this club is the perfect venue to engage with like-minded professionals.
🗓 Event Schedule:
- 17:00 - 17:30: Check-in and Registration
- 17:30 - 18:15: Talk + Q&A
- 18:15 - 19:00: Networking
Note: Please arrive by 17:30 as doors will close, and late entries cannot be accommodated.
🎤 Featured Speaker:
Ben Coleman - Senior Research Scientist at Google DeepMind
Ben holds a PhD from Rice University and focuses on improving the trade-offs between ML model performance, data quantity/quality, and cost. His research encompasses innovative techniques from information theory and the development of LLM-driven research agents to enhance ML methods.
🧠 Topic:
Context Management for Complex Agentic Workflows
Large Language Models (LLMs) are evolving from basic dialogue systems into advanced agents capable of multitasking. However, challenges arise with long-horizon tasks that require experience-based learning.
In this talk, we explore failure modes of agents in complex environments and propose effective context management solutions. Discover how methods like Evo-Memory can allow agents to learn from prior tasks and overcome limitations in procedural knowledge development.
Additionally, learn about PACEvolve, a framework to tackle context-conditioning issues, promoting efficient exploration and iteration in design tasks. We'll also consider the broader implications of context management as a tool for enhancing agent performance.
👥 Who Should Attend:
AI Researchers and practitioners interested in the intersection of AI research and real-world applications.
🏢 Hosted by:
Workato - An enterprise automation and integration platform orchestrating secure workflows enabling organizations to efficiently adopt AI.
Workato
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