no code implementations • 13 Jul 2024 • Nihal Jain, Robert Kwiatkowski, Baishakhi Ray, Murali Krishna Ramanathan, Varun Kumar
Our findings reveal that Code LLMs struggle with low frequency APIs: for e. g., GPT-4o achieves only 38. 58% valid low frequency API invocations.
no code implementations • 5 Sep 2022 • Robert Kwiatkowski, Yuhang Hu, Boyuan Chen, Hod Lipson
Self-Modeling is the process by which an agent, such as an animal or machine, learns to create a predictive model of its own dynamics.
1 code implementation • 11 Nov 2021 • Boyuan Chen, Robert Kwiatkowski, Carl Vondrick, Hod Lipson
Internal computational models of physical bodies are fundamental to the ability of robots and animals alike to plan and control their actions.
no code implementations • 11 May 2021 • Boyuan Chen, Yuhang Hu, Robert Kwiatkowski, Shuran Song, Hod Lipson
We suggest that visual behavior modeling and perspective taking skills will play a critical role in the ability of physical robots to fully integrate into real-world multi-agent activities.
no code implementations • 4 Oct 2019 • Robert Kwiatkowski, Hod Lipson
Task transfer is achieved using a self-model that encapsulates the dynamics of a system and serves as an environment for reinforcement learning.
no code implementations • 12 Nov 2018 • Oscar Chang, Robert Kwiatkowski, Siyuan Chen, Hod Lipson
Linearly interpolating between the latent embeddings for a good agent and a bad agent yields an agent embedding that generates a network with intermediate performance, where the performance can be tuned according to the coefficient of interpolation.
no code implementations • 10 Dec 2017 • Robert Kwiatkowski, Oscar Chang
In this paper we introduce a novel method of gradient normalization and decay with respect to depth.
no code implementations • COLING 2016 • Terra Blevins, Robert Kwiatkowski, Jamie MacBeth, Kathleen McKeown, Desmond Patton, Owen Rambow
Violence is a serious problems for cities like Chicago and has been exacerbated by the use of social media by gang-involved youths for taunting rival gangs.