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2026

SAGE

SAGE: SLO-Aware Adaptive Retrieval for Production RAG Systems

Muhammad Faizan Raza, Shuo (Luna) Yang, Satish Mahadevan Srinivasan

IEEE CoDIT 2026 · 2026 Accepted

A learned SLO-aware retrieval policy that picks a per-query passage budget: 95% SLO compliance (vs 30% static), −51% retrieval cost, −36% P95 latency, at a 2-point EM cost.

  • 95% SLO compliance (vs 30% static)
  • −51% Retrieval cost
  • −36% P95 latency
RAG SLO-aware serving adaptive retrieval

CAFO

Convergence-Aware Feedback Orchestration: Self-Correcting LLM Pipelines as Closed-Loop Control Systems

Muhammad Faizan Raza, Shuo (Luna) Yang, Satish M. Srinivasan

NJBDA 2026 · 2026 Accepted

Treat a RAG pipeline as a control system: sense failures, fingerprint them, and apply structural fixes that transfer across queries, delivering 2.6× the correction effect of a per-query oracle.

  • 4.55 Cumulative correction (CCE)
  • 2.6× vs. per-query oracle
  • 66% Queries won vs. oracle
self-correction closed-loop control RAG pipelines

STAR + FAR

Staying Fresh Without Forgetting: A Pilot Study of Sparse Temporal Adapter Routing with Freshness-Aware Replay for Budgeted Continual Adaptation

Muhammad Faizan Raza, Latif Masud, Vimalkumar Kumaresan, Shuo (Luna) Yang, Satish Mahadevan Srinivasan

ACM TIST · 2026 Under review

A budget-conscious continual-learning regimen (per-day LoRA adapters with sparse routing plus freshness-aware replay) that gains 3.2–4.1 pp in freshness and legacy retention at ~1.7 min/day update cost.

  • +4.1 pp Freshness (FFI)
  • +3.2 pp Legacy retention
  • 1.7 min Daily update cost
continual learning LoRA adapters sparse routing
2025

NPO Cybersecurity SLR

Enhancing Cybersecurity Readiness in Non-Profit Organizations Through Collaborative Research and Innovation: A Systematic Literature Review

Maryam Roshanaei, Premkumar Krishnamurthy, Anivesh Sinha, Vikrant Gokhale, Faizan Muhammad Raza, Dušan Ramljak

Computers (MDPI) · 2025 Published

A PRISMA 2020 systematic review (4,650 records screened) of cybersecurity readiness in non-profits, distilled into actionable, resource-constrained guidance.

cybersecurity systematic literature review non-profits