Search Results for author:
Found 6 papers, 2 papers with code
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS
The SWAP-Score is strongly correlated with ground-truth performance across various search spaces and tasks, outperforming 15 existing training-free metrics on NAS-Bench-101/201/301 and TransNAS-Bench-101.
The Structurally Complex with Additive Parent Causality (SCARY) Dataset
Our SCARY dataset provides a valuable resource for researchers to explore causal discovery under more realistic scenarios.
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search
This often requires a high computational overhead to evaluate a number of candidate networks from the set of all possible networks in the search space during the search.
Ranked #16 on
Neural Architecture Search
on NAS-Bench-201, CIFAR-10
Large Scale Audiovisual Learning of Sounds with Weakly Labeled Data
Recognizing sounds is a key aspect of computational audio scene analysis and machine perception.
Ranked #26 on
Audio Classification
on AudioSet
Temporal Reasoning via Audio Question Answering
In this paper, we use the task of Audio Question Answering (AQA) to study the temporal reasoning abilities of machine learning models.
Ranked #1 on
Audio Question Answering
on DAQA
On the Transferability of Representations in Neural Networks Between Datasets and Tasks
Deep networks, composed of multiple layers of hierarchical distributed representations, tend to learn low-level features in initial layers and transition to high-level features towards final layers.
