activity
20172026
most citedReinforcement Learning assisted Quantum Optimization

71 citations · 237 across the 15 of their papers we have counts for

collaborators

15 papers

cond-mat.stat-mech2026

Work Extraction via Backward Motion in Optimal Closed-Loop Stochastic Control

Luis Frieder Reinalter, Emanuele Panizon, Lokesh Muruga +1

We experimentally realize finite-time feedback control in an overdamped colloidal system using real-time optical tweezers with in situ reinforcement learning (RL). By varying the p…

cond-mat.stat-mech2026

Optimal Control of a Mesoscopic Information Engine

Emanuele Panizon

We analytically solve the finite-time control problem of driving an overdamped particle via an optical trap under costly measurement. By formulating this mesoscopic information eng…

cond-mat.mes-hall2025★ 2 cited

Striped twisted state in the orientational epitaxy on quasicrystals

Nicola Manini, Mario Forzanini, Sebastiano Pagano +9

The optimal "twisted" geometry of a crystalline layer on a crystal is long known, but that on a quasicrystal is still unknown and open. We predict analytically that the layer equil…

cs.RO2024★ 50 cited

Counterfactual rewards promote collective transport using individually controlled swarm microrobots

Veit-Lorenz Heuthe, Emanuele Panizon, Hongri Gu +1

Swarm robots offer fascinating opportunities to perform complex tasks beyond the capabilities of individual machines. Just as a swarm of ants collectively moves a large object, sim…

physics.bio-ph2024★ 2 cited

Olfactory search

Antonio Celani, Emanuele Panizon

The task of olfactory search is ubiquitous in nature and in technology, from animals in the quest of food or of a mating partner, to robots searching for the source of hazardous fu…

cond-mat.stat-mech2023★ 1 cited

Machine learning at the mesoscale: a computation-dissipation bottleneck

Alessandro Ingrosso, Emanuele Panizon

The cost of information processing in physical systems calls for a trade-off between performance and energetic expenditure. Here we formulate and study a computation-dissipation bo…

cond-mat.soft2022★ 11 cited

Frictionless nanohighways on crystalline surfaces

Emanuele Panizon, Andrea Silva, Xin Cao +5

The understanding of friction at nano-scales, ruled by the regular arrangement of atoms, is surprisingly incomplete. Here we provide a unified understanding by studying the interlo…

cond-mat.soft2022★ 12 cited

Moiré-pattern evolution couples rotational and translational friction at crystalline interfaces

Xin Cao, Andrea Silva, Emanuele Panizon +4

The sliding motion of objects is typically governed by their friction with the underlying surface. Compared to translational friction, however, rotational friction has received muc…

q-bio.PE2022★ 9 cited

Stable cooperation emerges in stochastic multiplicative growth

Lorenzo Fant, Onofrio Mazzarisi, Emanuele Panizon +1

Understanding the evolutionary stability of cooperation is a central problem in biology, sociology, and economics. There exist only a few known mechanisms that guarantee the existe…

cond-mat.soft2021★ 8 cited

Pervasive orientational and directional locking at geometrically heterogeneous sliding interfaces

Xin Cao, Emanuele Panizon, Andrea Vanossi +3

Understanding the drift motion and dynamical locking of crystalline clusters on patterned substrates is important for the diffusion and manipulation of nano- and micro-scale object…

quant-ph2020★ 71 cited

Reinforcement Learning assisted Quantum Optimization

Matteo M. Wauters, Emanuele Panizon, Glen B. Mbeng +1

We propose a reinforcement learning (RL) scheme for feedback quantum control within the quan-tum approximate optimization algorithm (QAOA). QAOA requires a variational minimization…

cond-mat.stat-mech2018★ 13 cited

Thermolubricity and the Jarzynski equality

Franco Pellegrini, Emanuele Panizon, Giuseppe Santoro +1

We discuss and qualify a previously unnoticed connection between two different phenomena in the physics of nanoscale friction, general in nature and also met in experiments includi…

cond-mat.mes-hall2018★ 25 cited

Analytic understanding and control of dynamical friction

Emanuele Panizon, Giuseppe E. Santoro, Erio Tosatti +2

Recent model simulations discovered unexpected non-monotonic features in the wear-free dry phononic friction as a function of the sliding speed. Here we demonstrate that a rather s…

cond-mat.mes-hall2017★ 7 cited

Friction Anomalies at First-Order Transition Spinodals: 1T-TaS

Emanuele Panizon, Torben Marx, Dirk Dietzel +4

Revealing phase transitions of solids through mechanical anomalies in the friction of nanotips sliding on their surfaces is an unconventional and instructive tool for continuous tr…

cond-mat.mes-hall2017★ 26 cited

Ballistic thermophoresis of adsorbates on free-standing graphene

Emanuele Panizon, Roberto Guerra, Erio Tosatti

The textbook thermophoretic force which acts on a body in a fluid is proportional to the local temperature gradient. The same is expected to hold for the macroscopic drift behavior…