Skip to content

Commit

Permalink
adding crisps
Browse files Browse the repository at this point in the history
arranger1044 committed Apr 8, 2024
1 parent 3c67b07 commit dc196ff
Showing 2 changed files with 22 additions and 0 deletions.
22 changes: 22 additions & 0 deletions _publications/teso2022crisps.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,22 @@
---
collection: publications
ref: "teso2022crisps"
permalink: "publications/teso2022crisps"
title: "Efficient and Reliable Probabilistic Interactive Learning with Structured Outputs"
date: 2022-10-26 00:00
tags: nesy probml circuits constraints
image: "/images/papers/teso2022crisps/crisps.png"
authors: "Stefano Teso, Antonio Vergari"
paperurl: "https://arxiv.org/abs/2202.08566"
pdf: "https://arxiv.org/pdf/2202.08566.pdf"
venue: "IML’22"
excerpt: "We study how interactive learning for structured output spaces (with a focus on active learning) can be made efficient and reliable within the framework of probabilistic circuits"
abstract: "In this position paper, we study interactive learning for structured output spaces, with a focus on active learning, in which labels are unknown and must be acquired, and on skeptical learning, in which the labels are noisy and may need relabeling. These scenarios require expressive models that guarantee reliable and efficient computation of probabilistic quantities to measure uncertainty. We identify conditions under which a class of probabilistic models -- which we denote CRISPs -- meet all of these conditions, thus delivering tractable computation of the above quantities while preserving expressiveness. Building on prior work on tractable probabilistic circuits, we illustrate how CRISPs enable robust and efficient active and skeptical learning in large structured output spaces. "
supplemental:
bibtex: "@inproceedings{teso2022crisps,<br/>
title={Efficient and Reliable Probabilistic Interactive Learning with Structured Outputs},<br/>
author={Stefano Teso, Antonio Vergari,<br/>
journal={Proceedings of the AAAI-22 Workshop on Interactive Machine Learning (IML'22)},<br/>
year={2022}
}"
---
Binary file added images/papers/teso2022crisps/crisps.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.

0 comments on commit dc196ff

Please sign in to comment.