5 papers
Certified AI Triage of ICU Alarms
Mohammed Sameer Syed, Rozhin Yasaei
In the VTaC benchmark 71% of ventricular-tachycardia alarms are false, but silencing a real one can delay recognition of a dangerous arrhythmia. We reframe alarm reduction as three…
ZetaDial: dialing net charge of protein binders at inference time for therapeutic developability
Mohammed Sameer Syed, Tamara Dinneen
Net charge is a developability-relevant property of therapeutic binders, linked to viscosity, clearance, nonspecific interaction and aggregation, and antibody screens already use c…
The Mechanism Matters: When Knowledge Graphs Help Reinforcement Learning
Mohammed Sameer Syed
Knowledge graphs (KGs) are widely used to inject prior knowledge into reinforcement learning (RL), yet the literature is dominated by single-domain, positive-result method papers,…
Same Payload, Different Channel: Measuring Trust Asymmetry in Tool-Using Language Models
Mohammed Sameer Syed, Rozhin Yasaei
As language models take on agentic roles that call APIs, read tool outputs, and act on third-party content, their attack surface expands beyond what users type. Whether they treat…
ShifaMind: A Multiplicative Concept Bottleneck for Interpretable ICD-10 Coding
Mohammed Sameer Syed, Xuan Lu
Automated ICD-10 coding from clinical discharge summaries requires models that are both accurate on long-tailed multi-label classification tasks and interpretable to clinicians. Co…