Phillip Isola - AI Profile

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Assistant Professor

Massachusetts Institute of Technology

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I study intelligence, in both brains and machines. These days I mostly focus on computer vision and machine learning.

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Papers70 papers

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Using latent space regression to analyze and leverage compositionality in GANs

Lucy Chai,Jonas Wulff,Phillip Isola

ICLR, (2021)

EIBibtex

Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need

Tian Yonglong,Wang Yue,Krishnan Dilip, Tenenbaum Joshua B.,Isola Phillip

european conference on computer vision, pp.266-282, (2020)

Cited by68Bibtex

Contrastive Representation Distillation

Yonglong Tian,Dilip Krishnan,Phillip Isola

ICLR, (2020)

Cited by102EIBibtex

On the "steerability" of generative adversarial networks

Ali Jahanian,Lucy Chai,Phillip Isola

ICLR, (2020)

Cited by71EIBibtex

GANalyze: Toward visual definitions of cognitive image properties

Lore Goetschalckx,Alex Andonian,Aude Oliva,Phillip Isola

Journal of Vision, no. 11 (2020): 297

Cited by48Bibtex

iNeRF: Inverting Neural Radiance Fields for Pose Estimation

Lin Yen-Chen, Pete Florence, Jonathan T. Barron,Alberto Rodriguez,Phillip Isola,Tsung-Yi Lin

Cited by2Bibtex

Neural MMO v1.3: A Massively Multiagent Game Environment for Training and Evaluating Neural Networks

Joseph Suarez, Yilun Du,Igor Mordatch,Phillip Isola

Autonomous Agents and Multi-Agent Systems, pp.2020-2022, (2020)

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Understanding Contrastive Representation Learning through Geometry on the Hypersphere

Tongzhou Wang,Phillip Isola

international conference on machine learning, (2020)

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Supervised Contrastive Learning

Khosla Prannay,Teterwak Piotr,Wang Chen,Sarna Aaron,Tian Yonglong,Isola Phillip,Maschinot Aaron,Liu Ce,Krishnan Dilip

NIPS 2020, (2020)

Cited by106EIBibtex

What makes fake images detectable? Understanding properties that generalize

Lucy Chai, David Bau, Ser-Nam Lim,Phillip Isola

european conference on computer vision, pp.103-120, (2020)

Cited by9Bibtex

Noisy Agents: Self-supervised Exploration by Predicting Auditory Events

Chuang Gan, Xiaoyu Chen,Phillip Isola,Antonio Torralba,Joshua B. Tenenbaum

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Learning to see before learning to act: Visual pre-training for manipulation

Lin Yen-Chen,Andy Zeng,Shuran Song,Phillip Isola,Tsung-Yi Lin

ICRA, pp.7286-7293, (2020)

Cited by8EIBibtex

Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere

Wang Tongzhou,Isola Phillip

ICML, pp.9929-9939, (2020)

Cited by57EIBibtex

What makes for good views for contrastive learning

Tian Yonglong,Sun Chen, Poole Ben,Krishnan Dilip,Schmid Cordelia,Isola Phillip

NeurIPS, (2020)

EIBibtex

Neural MMO v1.3: A Massively Multiagent Game Environment for Training and Evaluating Neural Networks

Suarez Joseph, Du Yilun, Mordach Igor,Isola Phillip

AAMAS '19: International Conference on Autonomous Agents and Multiagent Systems Auckland ..., pp.2020-2022, (2020)

EIBibtex

InGAN: Capturing and Remapping the "DNA" of a Natural Image

Assaf Shocher,Shai Bagon,Phillip Isola,Michal Irani

arXiv: Computer Vision and Pattern Recognition, (2019)

Cited by61Bibtex

Neural MMO: A Massively Multiagent Game Environment for Training and Evaluating Intelligent Agents

Joseph Suarez, Yilun Du,Phillip Isola,Igor Mordatch

arXiv: Multiagent Systems, (2019)

Cited by23EIBibtex

Experience-Embedded Visual Foresight

Yen-Chen Lin, Bauza Maria,Isola Phillip

CoRL, pp.1015-1024, (2019)

Cited by9EIBibtex

Learning to Control Self-Assembling Morphologies: A Study of Generalization via Modularity

Deepak Pathak,Christopher Lu,Trevor Darrell,Phillip Isola,Alexei A. Efros

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 2292-2302

Cited by23EIBibtex

InGAN - Capturing and Retargeting the "DNA" of a Natural Image

Assaf Shocher, Shai Bagon,Phillip Isola,Michal Irani

ICCV, pp.4491-4500, (2019)

EIBibtex

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Phillip IsolaAssistant Professor

Papers70 papers