Search Results for author: Sicong Huang

Found 9 papers, 6 papers with code

Unsupervised Cipher Cracking Using Discrete GANs

1 code implementation ICLR 2018 Aidan N. Gomez, Sicong Huang, Ivan Zhang, Bryan M. Li, Muhammad Osama, Lukasz Kaiser

This work details CipherGAN, an architecture inspired by CycleGAN used for inferring the underlying cipher mapping given banks of unpaired ciphertext and plaintext.

Rethinking Test-time Likelihood: The Likelihood Path Principle and Its Application to OOD Detection

1 code implementation10 Jan 2024 Sicong Huang, JiaWei He, Kry Yik Chau Lui

Second, introducing new theoretic tools such as nearly essential support, essential distance and co-Lipschitzness, we obtain non-asymptotic provable OOD detection guarantees for certain distillation of the minimal sufficient statistics.

Out of Distribution (OOD) Detection

Evaluating Lossy Compression Rates of Deep Generative Models

2 code implementations ICML 2020 Sicong Huang, Alireza Makhzani, Yanshuai Cao, Roger Grosse

The field of deep generative modeling has succeeded in producing astonishingly realistic-seeming images and audio, but quantitative evaluation remains a challenge.

TimbreTron: A WaveNet(CycleGAN(CQT(Audio))) Pipeline for Musical Timbre Transfer

1 code implementation ICLR 2019 Sicong Huang, Qiyang Li, Cem Anil, Xuchan Bao, Sageev Oore, Roger B. Grosse

In this work, we address the problem of musical timbre transfer, where the goal is to manipulate the timbre of a sound sample from one instrument to match another instrument while preserving other musical content, such as pitch, rhythm, and loudness.

Style Transfer

WTMED at MEDIQA 2019: A Hybrid Approach to Biomedical Natural Language Inference

1 code implementation WS 2019 Zhaofeng Wu, Yan Song, Sicong Huang, Yuanhe Tian, Fei Xia

Natural language inference (NLI) is challenging, especially when it is applied to technical domains such as biomedical settings.

Natural Language Inference

ED-FAITH: Evaluating Dialogue Summarization on Faithfulness

no code implementations15 Nov 2022 Sicong Huang, Asli Celikyilmaz, Haoran Li

Abstractive summarization models typically generate content unfaithful to the input, thus highlighting the significance of evaluating the faithfulness of generated summaries.

Abstractive Text Summarization Language Modelling

Efficient Parametric Approximations of Neural Network Function Space Distance

no code implementations7 Feb 2023 Nikita Dhawan, Sicong Huang, Juhan Bae, Roger Grosse

It is often useful to compactly summarize important properties of model parameters and training data so that they can be used later without storing and/or iterating over the entire dataset.

Continual Learning

Improving Mutual Information Estimation with Annealed and Energy-Based Bounds

1 code implementation ICLR 2022 Rob Brekelmans, Sicong Huang, Marzyeh Ghassemi, Greg Ver Steeg, Roger Grosse, Alireza Makhzani

Since accurate estimation of MI without density information requires a sample size exponential in the true MI, we assume either a single marginal or the full joint density information is known.

Mutual Information Estimation

Cannot find the paper you are looking for? You can Submit a new open access paper.