Preserving Metadata Privacy in Decentralized Identity with Homomorphic Encryption (Daria Schumm, Gabriel Stegmaier, Cedric von Rauscher, Katharina O. E. Müller, Burkhard Stiller)

 Reputation-Driven Storage Governance for Decentralized Knowledge Infrastructure: Ledger-Anchored Verification on the Beez Network (Enrico Zanardo, Barbara Martini, Filippo Sciarrone)

Interpretable Models as Verifiable Oracles: Zero-Knowledge Quality Attestation for Artisanal Food Supply Chains (Katiuscia Mannaro, Roberto Tonelli, Alessandro Fanti)

Mycelium: A Portable Middleware for Virtualizing MCU Endpoints as Federated Learning Clients (Domenico Sosta, Ghena Barakat, Giuseppe Tricomi, Francesco Longo, Antonio Puliafito)

 Trading or Gambling: Analyzing Bitcoin Market Profitability and Prediction Accuracy in Polymarket (Calogero Turco, Matteo Loporchio, Damiano Di Francesco Maesa, Laura Emilia Maria Ricci, Luca Manocchio)

 Attention or Convergence? Explaining Apparent Backdoor Robustness in Federated Transformer-Based Intrusion Detection (Nagadharsan Dileepkumar, Ramakrishnan Pitchaimani, Reshma Raj, aina rasoamanana)

Marathon: Private Message Routing in a Human-Movement Network - Prototype and Live Experiment (Paul Bunn, Chongwon Cho, Sam Dittmer, Steve Lu, Rafail Ostrovsky, Micah Sherr, Ruoxing Yang, Will Yang)

A Unified Knowledge-Graph Approach for Identifying APT Behaviors Across Logs and CTI Sources (Khaled Raha, Georgi Nikolov, Alexandre Vinovrski, Arbia Riahi, José Carresquel Vera)