SCIoI’s Palina Bartashevich on Escape and Synchrony in Fish Schools at CCS 2025

In early September, the city of Siena becomes the stage for the 21st Conference on Complex Systems (CCS 2025), a flagship annual gathering of the global complexity science community. Researchers from across disciplines will convene to exchange insights into how complexity shapes phenomena as diverse as economies, ecosystems, neural networks, and social behavior. Among the satellites hosted by the conference is Complexity Research in Animal Behaviour (CRAB), a cross-disciplinary meeting dedicated to bridging the gap between animal behavior research and the theoretical and computational frameworks of complexity science. This year’s edition features SCIoI member Palina Bartashevich as a keynote speaker on 3 September, presenting her work on “Collective Coordination Under Ecological Constraints: Escape and Synchrony in Fish Schools.”

Complexity in motion: from individual rules to collective escape

Palina, a computer scientist and mathematician by training, has carved a niche at the intersection of biology, computation, and collective intelligence. Her research investigates how simple behavioral rules at the individual level give rise to coordinated, adaptive, and sometimes astonishingly elegant group-level patterns.

In one strand of her work, she and collaborators have focused on the predator–prey dynamics between sardine shoals and striped marlins in the open ocean. Sardines, too slow to outrun their predators, rely instead on outmaneuvering them through synchrony and tight group coordination. One striking pattern, dubbed the “fountain effect”, occurs when a sardine school splits around an attacking marlin only to rejoin at the tail, forming a dynamic arch that both evades the predator and preserves group cohesion.

Using agent-based computer simulations grounded in empirical aerial footage, Palina showed that these maneuvers are not random panic responses but follow precise geometrical rules. For instance, a prey “fleeing angle” of about 30 degrees maximizes survival chances while still allowing the group to regroup. But this optimal rule comes with trade-offs: it buys individuals time against predators, yet delays the school’s recovery, potentially leaving it vulnerable to the next strike.

The predator–prey arms race as a complex system

This constant push-and-pull between predator strategy and prey defense exemplifies the essence of complex systems: dynamic interactions among many simple units give rise to emergent behaviors that cannot be reduced to individual parts alone.

For Palina, these dynamics extend beyond natural ecosystems. Her work at SCIoI also explores synthetic swarms and decision-making in artificial agents. In both biological and artificial collectives, the key lies in understanding how individuals balance their own survival (or utility) with the constraints of group cohesion, and how these decisions ripple upward to shape the fate of the collective.

From Berlin to Siena: complexity across disciplines

By presenting her work in Siena, Palina shares insights into the collective coordination of fish schools while at the same time transmitting the broader ideas of SCIoI to the international complexity community.

Her keynote illustrates how SCIoI’s transdisciplinary approach, where computer science, biology, and robotics intersect, can contribute to central questions in other sciences.

In this way, her talk links SCIoI’s work to the wider field, framing predator–prey interactions as a biological case study that also informs broader principles of coordination, synchrony, and adaptation. What begins with sardines and marlins ripples outward into robotics, artificial intelligence, and the design of intelligent systems: an example of how SCIoI’s integrative research feeds into global conversations about complexity and intelligence.

Image credits: ©SCIoI/Alicia Burns, Palina Bartashevich


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