Distributed Computing
ETH Zurich

Dr.
Antonio Di Maio

Antonio Di Maio

Distributed Computing Group
Computer Engineering and Networks Laboratory (TIK)
Department Electrical Engineering (D-ITET)
Office ETZ G 97
ETH Zurich

Gloriastrasse 35
8092 Zurich
Switzerland

email

Theses & Labs

Available Theses & Labs

TitleTypeContact/SupervisorAssigned
Entanglement Optimization for Quantum Mobile NetworksB/M/SAntonio Di Maioavailable
Federated Dense Associative NetworksMAntonio Di Maioavailable
Federated Neural ODEs for Efficient Distributed Physical ModelingB/M/SAntonio Di Maioavailable
Optimal Transport for Federated Learning: Bridging Semantics and Alignment through Mechanistic InterpretabilityMDenis Sutter,
Antonio Di Maio
available
Resilient Backbone Deployment under Cooperative AdversariesM/SAntonio Di Maioavailable
Resource-Aware Adaptive Split Learning with Reinforcement LearningB/M/SAntonio Di Maioavailable
Sparse Autoencoders for Sensitive Feature Removal in Federated LearningMDenis Sutter,
Antonio Di Maio
available
Topics in Distributed and Decentralized Artificial IntelligenceB/M/SAntonio Di Maioavailable

Current Theses & Labs

TitleTypeContact/SupervisorAssignedStudent(s)
Label-Free Compositional GeneralizationMGiacomo Camposampiero,
Antonio Di Maio
HS 26
Privacy-Preserving Federated RAG via Bottleneck Hidden Representations for Multi-Institutional Medical Knowledge SharingBDenis Sutter,
Antonio Di Maio
HS 26
Sparse Autoencoders for Sensitive Feature Removal in Federated LearningMDenis Sutter,
Antonio Di Maio
HS 26
Adversarial and Adaptive Data-driven Cooperative PHY Attacks and Countermeasures for Mobile CommunicationsBAntonio Di MaioFS 26
Byzantine Micro-Split LearningSAntonio Di MaioFS 26
Federated Hopfield NetworksBAntonio Di MaioFS 26
Federated Neural Architecture SearchBAntonio Di MaioFS 26
Physical- and Media-Access-Control-Layer Optimization in Quantum Mobile NetworksSAntonio Di MaioFS 26
Robust Multi-Agent Adversarial Policies in Jammed MANETsSAntonio Di MaioFS 26

Past Theses & Labs

TitleTypeContact/SupervisorAssignedStudent(s)
Joint Reader Movement and Tag Service Scheduling for RF-Powered Environmental Monitoring [confidential]BAntonio Di MaioHS 26
GReMS: Graph-Reinforced Neural Micro-Splitting over Dynamic Heterogeneous IoT Networks [confidential]SAntonio Di MaioFS 26
Latent Activation Reconstruction Anchoring for Federated Learning under Feature Skew [confidential]BDenis Sutter,
Antonio Di Maio
FS 26
Asynchronous Decentralized Federated Floating Continual Digital-Twin Radio Maps [confidential]BAntonio Di MaioFS 26
Communication–Privacy–Task Tradeoff in Federated Reinforcement Learning with LoRA and Budget-Aware Rank Scheduling [confidential]SAntonio Di MaioFS 26
Federated Learning with Logic Gate Networks [confidential]BAntonio Di MaioFS 26
Blockwise Lloyd–Max Quantization for Federated Learning: An Empirical Study of Granularity and Dynamic Bit Allocation [confidential]SDenis Sutter,
Antonio Di Maio
FS 26
Decentralized End-to-End Delay Nowcasting from Stale Telemetry with Federated Continuous-Time Models [confidential]BAntonio Di MaioFS 26
MIMIC-PI: Sector-Mimicry Attacks against Federated Prompt-Injection Detection [confidential]SAntonio Di MaioFS 26
SplitDG: Communication-Efficient Semi-Supervised Split Federated Learning over Decentralized Networks [confidential]BAntonio Di MaioFS 26
Compute-Efficient Contribution Estimation and Verification in Decentralized Federated Learning [confidential]BAntonio Di MaioFS 26
Evaluating and Mitigating Concept Labeling Failures in Dual-Encoder Vision-Language Models [confidential]BGiacomo Camposampiero,
Antonio Di Maio
FS 26
MADRE: Medium-Aware Multi-Agent Data-Driven Node Relocation for Bandwidth-Constrained Mobile Networks [confidential]BAntonio Di MaioFS 26
Bridging Feature and Weight Spaces: USAE-Guided Model Merging [confidential]BDenis Sutter,
Antonio Di Maio
FS 26
Slot Count as an Ensemble Axis for Object-Centric Learning [confidential]SGiacomo Camposampiero,
Antonio Di Maio
FS 26
Predictive World Models for Resilient Multi-Agent UAV Networks Under Strategic Jamming [confidential]BAntonio Di MaioFS 26
BORA: Byzantine-Observation Reinforced Attack on Cooperative Multi-Agent UAV Relay Networks [confidential]BAntonio Di MaioFS 26
Neural Architecture Search for Micro-Split Inference: Comparing Einspace and Once-for-All Search Spaces [confidential]BAntonio Di MaioFS 26
GReMAS: Graph-Reinforced Reliable Multi-Agent System Composition and Communication [confidential]MAntonio Di MaioHS 25