activity
20222026
most citedSemantic Labeling of High Resolution Images Using EfficientUNets and Transformers

27 citations · 32 across the 18 of their papers we have counts for

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Showing 2026Show all

9 papers · 1 filter

cs.NE2026

Machine Zygote: Causal Biparental Heredity Before Learning in a Germline--Soma Artificial Agent

Lyes Saad Saoud

Artificial ontogeny, developmental encodings, robot reproduction, and inherited controllers are established research directions, yet a narrower question remains: can a newborn arti…

cs.RO2026

The Robot Data Factory

Sami Haddadin, Ivan Laptev, Ian Reid +18

Physical AI requires more than increasingly large robot datasets: intelligent robots acquire knowledge through continuous interaction with the physical world. We argue that the def…

cs.NE2026

The Cost of Becoming: Developmental Encoding Increases Phenotypic Diversity but Reduces Locality and Recombination Robustness in Evolved Robots

Lyes Saad Saoud

Developmental encodings are often motivated by the expectation that a structured genotype-to-phenotype process can improve evolvability, robustness, and adaptation. Yet an encoding…

cs.LG2026

Energy Vision--Language--Action: A Controlled Multimodal Benchmark for Intent-Conditioned Residential Energy Management

Lyes Saad Saoud, Oualid Doukhi, Ehsan Reihani +4

Vision-Language-Action (VLA) models are studied mainly in robotics, where visual observations and language instructions are mapped to physical actions. This paper introduces Energy…

cs.RO2026

Beyond Dead Reckoning: A Point of View on Camera--DAS--GNSS Continuity in Road Tunnels

Lyes Saad Saoud, Hesham A. Rakha, Mona Jaber +1

Road tunnels remove satellite visibility where connected and automated vehicles still require continuous, attributable, and integrity-bounded positioning. This Point of View argues…

cs.LG2026

Settling: Equilibrium Inference for Non-Convex Validity Sets

Lyes Saad Saoud

Many learning systems return a single point estimate even when admissible outputs form disconnected or non-convex sets. Under squared loss, an ambiguous conditional distribution ca…

cs.CE2026

Ground-Truth-Aware Stress Testing of a Closed-Loop Smart-Building Digital Twin Under Sensor Drift and Missing Data

Lyes Saad Saoud

Digital twins are increasingly used for smart-building monitoring and control, yet many evaluations focus on state estimation or fault detection rather than whether sensing errors…

cs.NI2026

DISCO: Distributed Spectrum Compliance and Orchestration for Scalable IoT Coexistence

Lyes Saad Saoud, Moussa Ayyash

Massive Internet of Things (IoT) deployments increasingly share spectrum with incumbent, licensed, and unlicensed systems under uncertain traffic, fading, mobility, and intermitten…

eess.SY2026

Integrity-Gated Eco-CACC: Epistemic Admissibility for Cooperative Driving at Signalized Intersections

Lyes Saad Saoud, Moussa Ayyash

Eco-Cooperative Adaptive Cruise Control (Eco-CACC) systems rely on accurate localization, signal timing, and interaction awareness to optimize energy consumption at signalized inte…