1.1k citations · 1.2k across the 24 of their papers we have counts for
7 papers · 1 filter
Distribution Aware Metrics for Conditional Natural Language Generation
David M Chan, Yiming Ni, David A Ross +3
Traditional automated metrics for evaluating conditional natural language generation use pairwise comparisons between a single generated text and the best-matching gold-standard gr…
LAVA: Language Audio Vision Alignment for Contrastive Video Pre-Training
Sumanth Gurram, Andy Fang, David Chan +1
Generating representations of video data is of key importance in advancing the field of machine perception. Most current techniques rely on hand-annotated data, which can be diffic…
Towards Understanding How Machines Can Learn Causal Overhypotheses
Eliza Kosoy, David M. Chan, Adrian Liu +7
Recent work in machine learning and cognitive science has suggested that understanding causal information is essential to the development of intelligence. The extensive literature…
Content-Context Factorized Representations for Automated Speech Recognition
David M. Chan, Shalini Ghosh
Deep neural networks have largely demonstrated their ability to perform automated speech recognition (ASR) by extracting meaningful features from input audio frames. Such features,…
What's in a Caption? Dataset-Specific Linguistic Diversity and Its Effect on Visual Description Models and Metrics
David M. Chan, Austin Myers, Sudheendra Vijayanarasimhan +3
While there have been significant gains in the field of automated video description, the generalization performance of automated description models to novel domains remains a major…
Learning Causal Overhypotheses through Exploration in Children and Computational Models
Eliza Kosoy, Adrian Liu, Jasmine Collins +7
Despite recent progress in reinforcement learning (RL), RL algorithms for exploration still remain an active area of research. Existing methods often focus on state-based metrics,…
Misinformation Detection in Social Media Video Posts
Kehan Wang, David Chan, Seth Z. Zhao +2
With the growing adoption of short-form video by social media platforms, reducing the spread of misinformation through video posts has become a critical challenge for social media…