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09/21/2023
ContextRef: Evaluating Referenceless Metrics For Image Description Generation
Referenceless metrics (e.g., CLIPScore) use pretrained vision–language m...
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09/11/2023
Hypothesis Search: Inductive Reasoning with Language Models
Inductive reasoning is a core problem-solving capacity: humans can ident...
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06/28/2023
Curious Replay for Model-based Adaptation
Agents must be able to adapt quickly as an environment changes. We find ...
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06/16/2023
Just One Byte (per gradient): A Note on Low-Bandwidth Decentralized Language Model Finetuning Using Shared Randomness
Language model training in distributed settings is limited by the commun...
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05/22/2023
Developmental Curiosity and Social Interaction in Virtual Agents
Infants explore their complex physical and social environment in an orga...
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12/20/2022
Parsel: A Unified Natural Language Framework for Algorithmic Reasoning
Despite recent success in large language model (LLM) reasoning, LLMs sti...
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01/26/2022
Challenges and Opportunities for Machine Learning Classification of Behavior and Mental State from Images
Computer Vision (CV) classifiers which distinguish and detect nonverbal ...
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01/10/2021
Using Crowdsourcing to Train Facial Emotion Machine Learning Models with Ambiguous Labels
Current emotion detection classifiers predict discrete emotions. However...
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12/16/2020
Training an Emotion Detection Classifier using Frames from a Mobile Therapeutic Game for Children with Developmental Disorders
Automated emotion classification could aid those who struggle to recogni...
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07/15/2020
Active World Model Learning with Progress Curiosity
World models are self-supervised predictive models of how the world evol...
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07/09/2020
ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation
We introduce ThreeDWorld (TDW), a platform for interactive multi-modal p...
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04/19/2020
A Wearable Social Interaction Aid for Children with Autism
With most recent estimates giving an incidence rate of 1 in 68 children ...
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06/21/2018
Flexible Neural Representation for Physics Prediction
Humans have a remarkable capacity to understand the physical dynamics of...
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02/21/2018
Emergence of Structured Behaviors from Curiosity-Based Intrinsic Motivation
Infants are experts at playing, with an amazing ability to generate nove...
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02/21/2018