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20202026
most citedPredicting discrete-time bifurcations with deep learning

36 citations · 54 across the 10 of their papers we have counts for

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Showing 2025Show all

8 papers · 1 filter

physics.soc-ph2025

Coupled opinion-environmental dynamics in polarized and prejudiced populations

Cameron Kerr, Madhur Anand, Chris T Bauch

Public opinion on environmental issues remains polarized in many countries, posing a significant barrier to the implementation of effective policies. Behind this polarization, empi…

physics.soc-ph2025

Space, time and altruism in pandemics and the climate emergency

Chris T. Bauch, Athira Satheesh Kumar, Kamal Jnawali +3

Climate change is a global emergency, as was the COVID-19 pandemic. Why was our collective response to COVID-19 so much stronger than our response to the climate emergency, to date…

physics.soc-ph2025

When Simple is Enough, Binary Models Capture Social Complexity in Coupled Human-Environment Systems

Yazdan Babazadeh Maghsoodlo, Madhur Anand, Chris T. Bauch

Models of coupled human-environment systems often face a tradeoff between realism and tractability. Spectrum opinion models, where social preferences vary continuously, offer descr…

physics.soc-ph2025

Implications of regional variations in climate change vulnerability and mitigation behaviour for social-climate dynamics

Amrita Punnavajhala, Timothy M. Lenton, Chris T. Bauch +1

How regional heterogeneity in social and cultural processes drive--and respond to--climate dynamics is little studied. Here we present a coupled social-climate model stratified acr…

cs.LG2025

Echoes Before Collapse: Deep Learning Detection of Flickering in Complex Systems

Yazdan Babazadeh Maghsoodlo, Madhur Anand, Chris T. Bauch

Deep learning offers powerful tools for anticipating tipping points in complex systems, yet its potential for detecting flickering (noise-driven switching between coexisting stable…

physics.comp-ph2025★ 1 cited

Neural models for prediction of spatially patterned phase transitions: methods and challenges

Daniel Dylewsky, Sonia Kéfi, Madhur Anand +1

Dryland vegetation ecosystems are known to be susceptible to critical transitions between alternative stable states when subjected to external forcing. Such transitions are often d…

math.DS2025

From Opinion Polarization to Climate Action: A Social-Climate Model of the Opinion Spectrum

Athira Satheesh Kumar, Krešimir Josić, Chris T Bauch +1

We developed a coupled social-climate network model to understand the interaction between climate change opinion spread and the climate system and determine the role of this intera…

math.DS2025

Social dynamics can delay or prevent climate tipping points by speeding the adoption of climate change mitigation

Yazdan Babazadeh Maghsoodlo, Madhur Anand, Chris T. Bauch

Social behaviour models are increasingly integrated into climate change studies, and the significance of climate tipping points for `runaway' climate change is well recognised. How…