🚨 I am on the faculty job market this year 🚨
I will be presenting at #NeurIPS2024 and am happy to chat in-person or digitally!
I work on developing AI agents that can collaborate and communicate robustly with us and each other.
More at: https://esteng.github.io and in thread below
🧵👇
I will be presenting at #NeurIPS2024 and am happy to chat in-person or digitally!
I work on developing AI agents that can collaborate and communicate robustly with us and each other.
More at: https://esteng.github.io and in thread below
🧵👇
Comments
https://jobs.tugraz.at/en/jobs/226f9068-2e6a-8e01-034c-671265fb15e0
My work covers 3 key problems👇
1️⃣ Multi-agent+pragmatic communication
2️⃣ Grounding (multimodal inputs, actions)
3️⃣ Handling uncertainty, underspecification, ambiguity
AI agents need to communicate pragmatically. My work covers key issues including:
1️⃣ Multi-agent teaching of pragmatic skills
2️⃣ Efficient/improved multi-agent discussions
3️⃣ Multi-agent refinement+optimization
4️⃣ Distilling multiple agents into single open-source models
Agents must perceive and act in the world. My work covers grounding agents to multimodal inputs/actions/structures, including:
1️⃣ Translating language to code/actions/plans
2️⃣ Learning abstractions and skills
3️⃣ Processing/learning from videos and images
Safe+reliable AI must handle uncertainty, esp. since language is underspecified/ambiguous. My work has addressed:
1️⃣ Uncertainty in predicting actions
2️⃣ Ambiguity in predicting structure
3️⃣ Resolving ambiguity and underspecification in multimodal settings