activity
20152023
most citedHierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning

58 citations · 122 across the 13 of their papers we have counts for

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Showing cs.AIShow all

10 papers · 1 filter

cs.AI20232 cited

The Cultural Psychology of Large Language Models: Is ChatGPT a Holistic or Analytic Thinker?

Chuanyang Jin, Songyang Zhang, Tianmin Shu +1

The prevalent use of Large Language Models (LLMs) has necessitated studying their mental models, yielding noteworthy theoretical and practical implications. Current research has de…

cs.AI2023

Neural Amortized Inference for Nested Multi-agent Reasoning

Kunal Jha, Tuan Anh Le, Chuanyang Jin +3

Multi-agent interactions, such as communication, teaching, and bluffing, often rely on higher-order social inference, i.e., understanding how others infer oneself. Such intricate r…

cs.AI2023

Building Cooperative Embodied Agents Modularly with Large Language Models

Hongxin Zhang, Weihua Du, Jiaming Shan +5

In this work, we address challenging multi-agent cooperation problems with decentralized control, raw sensory observations, costly communication, and multi-objective tasks instanti…

cs.AI2022

Coordinating Policies Among Multiple Agents via an Intelligent Communication Channel

Dianbo Liu, Vedant Shah, Oussama Boussif +6

In Multi-Agent Reinforcement Learning (MARL), specialized channels are often introduced that allow agents to communicate directly with one another. In this paper, we propose an alt…

cs.AI2021

PHASE: PHysically-grounded Abstract Social Events for Machine Social Perception

Aviv Netanyahu, Tianmin Shu, Boris Katz +2

The ability to perceive and reason about social interactions in the context of physical environments is core to human social intelligence and human-machine cooperation. However, no…

cs.AI2021

AGENT: A Benchmark for Core Psychological Reasoning

Tianmin Shu, Abhishek Bhandwaldar, Chuang Gan +6

For machine agents to successfully interact with humans in real-world settings, they will need to develop an understanding of human mental life. Intuitive psychology, the ability t…