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cs.AI2026
Rules Before Oracles: Auditable, User-Configurable Argument Selection for Deliberative Polling
Muntaser Syed, Markus Zanker, Marius Silaghi
In a deliberative poll, once submissions outnumber what anyone will read, some mechanism chooses which arguments each voter sees, acquiring much of the decision; practice delegates…
cs.AI2026
TraceCoder: Explainable and Auditable Code Generation with Position-Key Snippet Versioning
Rwaida Alssadi, Muntaser Syed, Balaji Kasula +6
Contemporary LLM-based coding agents produce code as black-box outputs: the rationale behind each line is hidden, the evolution of the code through benchmark-driven repair is ephem…