PUBLICATIONS
99 publications · 9 books · 5 patents · 1 clinical trial · h-index 31 · 5,503 citations · Erdös number 3
Under Review
- JournalPsychology
Undisclosed during review process
Heinrich Peters, Sandra Matz, Moran Cerf
- JournalBusinessPsychologyAI
Undisclosed during the review process
Moran Cerf, Vicki Morwitz, Eric Greeleaf, Tom Meyvis
2026
- JournalBusiness
Panteleimon Loupos, Moran Cerf
Decision Support Systems
- JournalAIPsychologyDating
Large language models can detect verbal indicators of romantic attraction
Sandra Matz, Heinrich Peters, Moran Cerf, Eric Grunenberg, Paul Eastwick, Mitja Back, Eli Finkel
Scientific Reports
- CaseAIBusiness
Zeta Global: AI and data - How to bet on future technologies before they materialize
Moran Cerf
Harvard Business Library
2025
- BookAIBusiness
ROAI: Everything you need to know to understand, implement, invest in, or use AI
Moran Cerf
Columbia University Press
- CaseAIBusiness
Leading with artificial intelligence, Part 1: Digital transformation and use-cases
Moran Cerf
Harvard Business Library
- CaseAIBusiness
Leading with artificial intelligence, Part 2: Investment
Moran Cerf
Harvard Business Library
- CaseAIBusiness
Leading with artificial intelligence, Part 3: Governance
Moran Cerf
Harvard Business Library
- CaseAIBusiness
Leading with artificial intelligence, Part 4: Energy
Kieron Stopforth, Moran Cerf, Sandra Matz
Harvard Business Library
- CaseAIBusiness
Leading with artificial intelligence, Part 5: Decision making
Moran Cerf
Harvard Business Library
2024
- JournalNeuroscience
Predicting cognitive load with EEG using Riemannian geometry-based features
Iris Kremer, Wissam Halimi, Moran Cerf, Pablo Mainar
Journal of Neural Engineerings
- PreprintAIDating
Do large language models understand verbal indicators of romantic attraction?
Sandra Matz, Heinrich Peters, Paul Eastwick, Moran Cerf, Eli Finkel
PsyArxiv
- JournalAIBusiness
The potential of generative AI for personalized persuasion at scale
Sandra Matz, Jacob Teeny, Sumer Vaid, Heinrich Peters, Gabriella Harari, Moran Cerf
Scientific Reports
Summary: Using Generative AI for persuasion
- JournalAI
Large language models can infer personality from free-form user interactions
Heinrich Peters, Moran Cerf, Sandra Matz
arXiv
- BookNeuroscienceBusiness
Biometrics and neuroscience research in business and management
Luiz Moutinho, Moran Cerf
De Gruyter
- Book chapterNeuroscienceBusiness
Using biometrics in healthcare management and diagnostics
Moran Cerf, Uriel Appel
In: Biometrics and Neuroscience Research in Business and Management
- Book chapterNeuroscienceBusiness
Using neuroscience and biometrics in individuals and organizations
Moran Cerf
In: Biometrics and Neuroscience Research in Business and Management
- Book chapterNeuroscienceBusiness
Moran Cerf
In: Biometrics and Neuroscience Research in Business and Management
- Book chapterNeuroscienceBusiness
Moran Cerf, Miguel Brendl
In: Biometrics and Neuroscience Research in Business and Management
- Book chapterNeuroscienceBusiness
The future of neuroscience and biometrics in business
Luiz Moutinho, Moran Cerf
In: Biometrics and Neuroscience Research in Business and Management
- Book chapterNeuroscienceBusiness
On the ways by which AI can revolutionize the usage of biometrics in business
Moran Cerf
In: Biometrics and Neuroscience Research in Business and Management
2023
- JournalAI
If you worry about humanity, you should be more scared of humans than of AI
Moran Cerf, Adam Waytz
Bulletin of the Atomic Scientists
- JournalPsychologyClimatePolitics
Participating in a climate prediction market increases concern about global warming
Moran Cerf, Sandra Matz, Malcolm Maciver
Nature Climate Change
- JournalBusinessNeuroscience
How many times do you need to view content before it is registered in your memory
Moran Cerf
Advances in Consumer Research
- JournalNeuroscience
Sensory substitution can improve decision-making
Heinrich Peters, Sandra Matz, Moran Cerf
Computers in Human Behavior
- PreprintBusinessNeuroscience
Dream marketing: A method for marketing communication during sleep and dreams
Moran Cerf
Social Science Research Network ('SSRN')
- JournalPsychologyClimatePolitics
Participating in a climate futures market increases support for costly climate policies
Moran Cerf, Sandra Matz, Malcolm Maciver
Nature Climate Change
- Clinical trialNeuroscience
Evaluation of accuracy and consistency of the X-Trodes system
Moran Cerf
ClinicalTrials.gov Identifier: NCT05722639
2022
- JournalBusinessPsychology
What makes people happy? Decoupling the experiential-material continuum
Kristen Duke, Wendy Liu, Evan Weingarten, Rebecca W. Hamilton, On Amir, Gil Appel, Moran Cerf, Joseph K. Goodman, Andrea C. Morales, Ed O’Brien, Jordi Quoidbach, Monic Sun
Journal of Consumer Psychology
Best Paper Award · JCP 2026
- JournalNeuroscience
Brain-computer interface using neural network and temporal-spectral features
Gan Wang, Moran Cerf
Frontiers in Neuroinformatics
- JournalNeuroscience
Personality similarity predicts synchronous neural responses in fMRI and EEG data
Sandra Matz, Ryan Hyon, Elisa C. Baek, Carolyn Parkinson, Moran Cerf
Scientific Reports
Summary: People with similar personalities think alike, and see the world in similar way.
- Book chapterPsychology
The psychology of technology: Where the future might take us
Moran Cerf, Sandra Matz
In: Psychology of Technology
- PreprintNeuroscience
Brain-computer interface using temporal-spectral features and neural network classifier
Gan Wang, Moran Cerf
TechRxiv
2021
- JournalNeuroscience
Single neuron evidence of inattentional blindness in humans
Brandon Freiberg, Moran Cerf
Neuropsychologia
Summary: Neurons in the medial temporal lobe are the gateway to what rises to our consciousness
Corresponding TED talk - PatentNeuroscience
Applying biometrics to the development of digital content
Adam L. Hall, Stephen Kenton, Joseph Van Harken, Moran Cerf
United States Patent
- PreprintPsychology
Si Ma, Moran Cerf
Social Science Research Network ('SSRN')
- JournalNeuroscienceMedicine
Goal-concordant care in the era of advanced stroke therapies
Leonard L. Sokol, Joshua M. Hauser, Hillary D. Lum, Jodi Forlizzi, Moran Cerf, Fan Z. Caprio, Michael J. Young
Journal of Palliative Medicine
2020
- JournalNeuroscienceMedicine
Social media perceptions of legacy-making: A qualitative analysis
Leonard L. Sokol, Sarah R. Jordan, Allison J. Applebaum, Joshua M. Hauser, Jodi Forlizzi, Moran Cerf, Hillary D. Lum
Palliative Medicine Reports
- JournalBusinessNeuroscience
Using functional neuroimaging to advance entrepreneurial cognitive research
Sebastiano Massaro, Will Drover, Keith M. Hmieleski, Moran Cerf
Journal of Small Business Management
- JournalNeuroscienceMedicine
Meaning and dignity therapies for psycho-neurology in neuropalliative care: A vision for the future
Leonard L. Sokol, Hillary D. Lum, Claire J. Creutzfeldt, David Cella, Jodi Forlizzi, Moran Cerf, Joshua M. Hauser, Benzi M. Kluger
Journal of Palliative Medicine
- JournalBusinessNeuroscience
Founder gender and investor pitch assessments: An fMRI multivariate pattern analysis investigation
Sebastiano Massaro, Will Drover, Moran Cerf
Academy of Management
- JournalPsychologyBlockchain
Using blockchain to improve decision making that benefits the public good
Moran Cerf, Sandra Matz, Aviram Berg
Frontiers in Blockchain
Summary: How to use Blockchain for group decision making (i.e. elections) in wys that help the public good
2019
- JournalNeuroscienceMedicine
Advance care planning in Parkinson’s disease: Ethical challenges and future directions
Leonard L. Sokol, Michael J. Young, Jack Paparian, Benzi M. Kluger, Hillary D. Lum, Jessica Besbris, Neha Kramer, Anthony E. Lang, Alberto J. Espay, Ornella M. Dubaz, Janis Miyasaki, Daniel D. Matlock, Tanya Simuni, Moran Cerf
Nature Parkinson's Disease
Summary: How should doctors deal with talking to patients about end of life
- JournalPsychologyDating
Jonathan Levy, Devin Markell, Moran Cerf
Frontier in Psychology
Summary: People are extremely similar to the ones they choose to date on mobile dating apps
- JournalBusinessNeuroscience
Founder passion, neural engagement and informal investor interest in startup pitches: An fMRI study
Scott Shane, Will Drover, David Clingingsmith, Moran Cerf
Journal of Business Venturing
Most Influential Paper · AOM 2020
Summary: Predicting whether (and how much) VCs will invest in Founders, using fMRI
- PreprintBusiness
Risk assessment under perceptual ambiguity and its impact on category learning and decision-making
Rubi Hammer, Moran Cerf
PsyArXiv
- Book chapterBusinessNeuroscience
Using neuroscience to assess brands
Moran Cerf
In: Branding in a Hyper-Connected World
2018
- Book chapterBusiness
Solutions to the threats of digital monopolies
Sandra Matz, Guy Rolnik, Moran Cerf
In: Digital Platforms and Concentration
- JournalPsychologyNeuroscience
Breathing above the brainstem: Volitional control and attentional modulation in humans
Jose Herrero, Simon Khuvis, Erin Yeagle, Moran Cerf, Ashesh Mehta
Journal of Neurophysiology
Summary: First evidence that attention to bodily sensations affects neural activity
Corresponding TED talk - JournalBusinessPolitics
Trust the polls? Neural and recall responses provide alternative predictors of political outcomes
Samuel Barnett, Andrés Campero, Ronen Zilberman, Chris Rose, Aaron Robinson, Moran Cerf
Advances in Consumer Research
Summary: Predicting political outcomes from brain activity
2017
- JournalBusinessNeuroscience
Few and far between: Identifying measures of advertising visuals that correlate with neural engagement and sales
Samuel Barnett, Moran Cerf
Advances in Consumer Research
Summary: Content with fewer and larger visuals generate higher engagement
- JournalBusinessNeuroscience
Will Drover, Sebastiano Massaro, Moran Cerf, Lowell Busenitz
Academy of Management
- JournalBusinessNeuroscience
Samuel Barnett, Moran Cerf
Journal of Consumer Research
Summary: A neuroscientific method for measuring engagement in content
Corresponding TED talk
2016
- JournalNeuroscience
Scene-selective coding by single neurons in the human parahippocampal cortex
Florian Mormann, Simon J. Kornblith, Moran Cerf, Matias J. Ison, Alexander Kraskov, Michelle Tran, Simeon Knieling, Rodrigo Quian Quiroga, Christof Koch, Itzhak Fried
Proceedings of the National Academy of Sciences ('PNAS')
Summary: Identifying individual neurons in the brain that code for scenes
- JournalBusinessNeuroscience
Keep it simple, stimuli: Brain-vetted elements of movie trailers predict opening weekend ticket sales
Samuel Barnett, Moran Cerf
Advances in Consumer Research
- JournalNeuroscience
Epilepsy — eavesdropping on the conversations of rebellious neurons
Moran Cerf, Samuel Barnett
Journal of Neurology and Neurophysiology
2015
- JournalLaw
Avital Mentovich, Aziz Huq, Moran Cerf
Journal of Law and Human Behavior
- JournalRobotics
The dark sides of robot social awareness
Guy Hoffman, Moran Cerf
IEEE
- JournalBusinessNeuroscience
Moran Cerf, Eric Greenleaf, Tom Meyvis, Vicki G. Morwitz
Journal of Marketing Research
Summary: Predicting sales by measruing how engaging content is.
- JournalBusinessNeuroscience
Connecting on movie night? Neural measures of engagement differ by gender
Samuel Barnett, Moran Cerf
Advances in Consumer Research
2014
- JournalLaw
A psychological perspective on punishing corporate entities
Avital Mentovich, Moran Cerf
Regulating Corporate Criminal Liability
Summary: Should companies be trialed in as if they are a 'person'?
- BookNeuroscience
Single neuron studies of the human brain: Probing cognition
Itzhak Fried, Ueli Rutishauser, Moran Cerf, Gabriel Kreiman
MIT Press
2013
- Book chapterNeuroscience
Studying thoughts and deliberations using single-neuron recordings in humans
Moran Cerf, Hagar Gelbard-Sagiv, Itzhak Fried
In: Single Neuron Studies of the Human Brain
- Book chapterNeuroscience
Ueli Rutishauser, Moran Cerf, Gabriel Kreiman
In: Single Neuron Studies of the Human Brain
- Book chapterNeuroscience
The next ten years and beyond.
Gabriel Kreiman, Ueli Rutishauser, Moran Cerf, Itzhak Fried
In: Single Neuron Studies of the Human Brain
2012
- BookNeuroscience
Moran Cerf
LAP Lambert Academic Publishing
- JournalNeuroscience
Evidence for two distinct mechanisms directing gaze in natural scenes
Moran Cerf, Michael Mackay, Christof Koch
Journal of Vision
Summary: Can seeing be not only a consciouss process, but also one driven by subcortical processing?
- PatentNeuroscience
Brain retractor apparatus for measuring and predicting electrophysiological parameters
Josh Shachar, Thomas Cheb, Leslie Farkas, Winston Wu, Kyle Zimmerman, Moran Cerf, Bruce Marx, David Johnson, Laszlo Farkas
United States Patent
2011
- JournalNeuroscience
Comparing social attention in autism and amygdala lesions: Effects of stimulus and task condition
Elina Birmingham, Moran Cerf, Ralph Adolphs
Social Neuroscience
Summary: How does a woman with no 'fear' and people with autism' judge a social scene?
- JournalNeuroscience
A category-specific response to animals in the right human amygdala
Florian Mormann, Julian Dubois, Simon Kornblith, Milica Milosavljevic, Moran Cerf, Matias Ison, Naotsugu Tsuchiya, Alexander Kraskov, Rodrigo Quian Quiroga, Ralph Adolphs, Itzhak Fried, Christof Koch
Nature Neuroscience
Summary: Does our brain have a site that codes information about animals?
- JournalNeuroscience
Selectivity of pyramidal cells and interneurons in the human medial temporal lobe
Matias Ison, Florian Mormann, Moran Cerf, Christof Koch, Itzhak Fried, Rodrigo Quian Quiroga
Journal of Neurophysiology
- Book chapterNeuroscience
Studying consciousness using direct recording from single neurons in the human brain
Moran Cerf, Michael Mackay
In: Characterizing Consciousness: From Cognition to the Clinic
2010
- JournalNeuroscience
On-line, voluntary control of human temporal lobe neurons
Moran Cerf, Nikhil Thiruvengadam, Florian Mormann, Alexander Kraskov, Rodrigo Quian Quiroga, Christof Koch, Itzhak Fried
Nature
Summary: How does our brain resolve competition between multiple concepts? and can we decode and project someone's thoughts on a screen?
- JournalNeuroscience
Responses of human medial temporal lobe neurons are modulated by stimulus repetition
Carlos Pedreira, Florian Mormann, Alexander Kraskov, Moran Cerf, Itzhak Fried, Christof Koch, Rodrigo Quian Quiroga
Journal of Neurophysiology
2009
- JournalNeuroscience
Faces and text attract gaze independent of the task: Experimental data and computer model
Moran Cerf, Paxon Frady, Christof Koch
Journal of Vision
- ThesisNeuroscience
Moran Cerf
Ph.D thesis, California Institute of Technology
- JournalNeuroscience
Decoding what people see from where they look: Predicting visual stimuli from scanpaths
Moran Cerf, Jonathan Harel, Alex Huth, Wolfgang Einhäuser, Christof Koch
Lecture Notes in Artificial Intelligence ('LNAI')
2008
- JournalNeuroscience
Florian Mormann, Simon Kornblith, Rodrigo Quian Quiroga, Alexander Kraskov, Moran Cerf, Itzhak Fried, Christof Koch
Journal of Neuroscience
- JournalBusinessNeuroscience
What matters is attention not intention: Insights from computational neuroscience
Milica Milosavljevic, Moran Cerf
Journal of Advertising
- JournalNeuroscience
Wolfgang Einhäuser, Frank Schumann, Johannes Vockeroth, Klaus Bartl, Moran Cerf, Jonathan Harel, Erich Schneider, Peter König
Annals of the New York Academy of Sciences
- JournalNeuroscience
Using semantic content as cues for better scanpath prediction
Moran Cerf, Paxon Frady, Christof Koch
Proceedings of the Symposium on Eye-Tracking Research and Applications
2007
- JournalNeuroscience
Observers are consistent when rating image conspicuity
Moran Cerf, Dan Cleary, Rob J. Peters, Wolfgang Enhäuser, Christof Koch
Vision Research
- JournalNeuroscience
Predicting human gaze using low-level saliency combined with face detection
Moran Cerf, Jonathan Harel, Wolfgang Enhäuser, Christof Koch
Neural Information Processing Systems ('NeurIPS')
Summary: Is our tendency to look at faces a biological subroutine that can be computationally modeled?
2005
- Book chapterPhilosophy
What is it like to be Beethoven?
Moran Cerf, Avshalom Elitzur
In: Towards a Science of Consciousness
- VulnerabilitySecurity
File access and denial of service vulnerabilities in Business Object 'Crystal report'
Moran Cerf, Amichai Shulman
Bugtraq
2001
- ThesisPhilosophy
On the mind-body problem - without the mind
Moran Cerf
Master's thesis, Tel-Aviv University
DATA / CODES
SALIENCY MODEL
DATING
Similarity among dating profiles.
Data repository for dating study
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Download paper
When using this code please cite:
"Polar similars: using massive mobile dating data to predict synchronization and similarity in dating preferences", Levy J., Markell D., Cerf M., Frontiers in Psychology 10:2010, 2019

MEASURING ENGAGEMENT
Comparing similarity across multiple
brains
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Download code
When using this code please cite:
"Trust the polls? Neural and recall responses provide alternative predictors of political outcomes", Barnett S., Campero A., Zilberman R., Rose C., Robinson A., Cerf M., Advances in Consumer Neuroscience 2018

FACE DETECTION
Combining face detection with salieny.
Matlab code to analyze the tendency to look at faces first in eye-tracking
Data pertaining to observers viewing of faces in natural scenes. The data provided includes subjects' viewing of images containing faces, showing that faces are attracting the attention. Fixations are provided in Matlab format. Additionally, a Matlab code used for determining the saliency of locations in given images is provided. This code is used to predict the locations of subjects fixations in images
When using this code please cite:
"Predicting human gaze using low-level saliency combined with face detection", Cerf M., Harel J., Einhauser W., Koch C., Neural Information Processing Systems (NeurIPS) 21, 2007

CONTROLLING NEURONS
Code repository for online Single-neuron Real-time analysis
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Download paper
When using this code please cite:
"On-line, voluntary control of human temporal lobe neurons", Cerf M., Thiruvengadam N., Mormann F., Quian-Quiroga R., Koch C., Fried I, Nature 467:7319, 1104-1108, 2010

BLOCKCHAIN FOR DECISION MAKING
INATTENTIONAL BLINDNESS
Code and data for a Single-neuron
study of inattentional blindness.
When using the code/data, please cite:
"Human single neuron inattentional blindness data", Cerf M., Freiberg B., Neuropsychologia 165 108111, 2021

AMBIGUITY AND DECISION MAKING
Data and code for analyses of risk perception and learning
with ambiguous inputs
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Download code
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Download notes
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Download data
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Download paper
When using this code please cite:
"Perceptual Ambiguity and its Impact on Learning and Decision Making"





