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Sedef Akinli Kocak

3 accepted papers

2026

Position: Accountable Deployment of Agentic AI Demands Layered, System-Level Interpretability

ICML 2026poster

Agentic AI systems behave through trajectories: they plan, invoke tools, update memory, and coordinate over multiple steps. However, interpretability remains largely model-centric, focused on explaining single predictions rather than tracing long-horizon behavior and responsibility across interactin…

Cited by 0SourceScholar
2026

Position: Sustainable Open-Source AI Requires Tracking the Cumulative Footprint of Derivatives

ICML 2026spotlight

Open-source AI is scaling rapidly, and model hubs now host millions of artifacts. Each foundation model can spawn large numbers of fine-tunes, adapters, quantizations, merges, and forks. We take the position that compute efficiency alone is insufficient for sustainability in open-source AI. Lower pe…

Cited by 0SourceScholar
2025

Bridging the AI Gap: Evaluating the Impact of an AI Education Program for Caregivers on Parental Leave

AAAI 2025technical

Artificial Intelligence (AI) literacy is increasingly important across many fields, yet caregivers remain underrepresented in AI-related fields due to a combination of systemic and individual barriers. To address this, the Caregivers and Machine Learning (C&ML) program developed and delivered an acc…

Cited by 0SourcePDFScholar