Works

TACIT: Trustworthy Arbitration Through Calibrated Inference Tracking for rApp Conflict Resolution in O-RAN

Explore reputation and arbitration · Published paper

Exploiting Cross-KPI Confidence Patterns to Expand Automation Scope in 5G Network Management

Calibrated Uncertainty for Trustworthy O-RAN: Learned Confidence Signals Expand Automation Scope

ORACLE: Open RAN Arbitration via Consensus Ledger Enforcement

Follow the verifiable workflow · Published paper

Demo: BeGREEN Intelligence Plane for AI-driven Energy Efficient O-RAN management

CAMINO - Contextually Aware Mediation of Intent for Network Orchestration

Watch the contextual assessment · Published paper

Pre-Emptive Conflict Detection Architecture for O-RAN Service Management and Orchestration

Compare the effects of a proposed setting · Published paper

Dimensionality Reduction for Optimization of Radio Base Station Transmission Based on Energy Efficiency

Exploiting Cell Similarities in a Radio Access Network to Enhance Explainability for Autonomic Network Management Systems

Inspect patterns and correlations · Published paper

Source-Side Sufficiency for the Information Bottleneck: Exact Reduction and Finite-Block Equivalence

Explore the information reduction · Public preprint

Information Requirements for Service Allocation and Aggregate Verification

Previously titled MISES: Minimal Information Sufficiency for Effective Service. This record represents the single MISES/JAVIC manuscript lineage.

Explore allocation and verification · Public preprint

Implicit Evaluation Under Minimal Information: Hierarchical Component Selection from One-Bit Feedback

Follow the one-bit feedback · Public preprint

Multi-Resolution Attribution from Adaptive Routing State

Previously titled BOHM: Zero-Cost Hierarchical Attribution for Compound AI Systems.

MARGIN: Runtime Confidence Calibration for Multi-Agent Foundation Model Coordination

Designed-Source Reductions and a Dual-Purpose Feasibility Band for Semantic Rate-Distortion

Privacy-Preserving Intent Fulfilment and Assurance for 6G RAN

Task-Oriented Quantization for Quadratic Scheduling: Centroid Water-Filling and Power-Diagram Encoders

Task-Relative Information Contracts: Sufficiency, Evidence, and Hierarchical Preservation in Multi-Agent Systems

First posted on Zenodo on 17 September 2026, under the earlier title “Coordination Has a Capacity: Task-Relative Information Contracts in Multi-Agent Systems”. Version 1: 10.5281/zenodo.22819850.

Grouped with TSC under Coordination Information Theory (CIT), a name introduced later in the RCIT paper.

Task-Sufficient Contraction: Source Selection for Machine Information Interfaces

First posted on Zenodo on 19 September 2026. Version 1: 10.5281/zenodo.22834532.

Grouped with task-relative information contracts under Coordination Information Theory (CIT), a name introduced later in the RCIT paper.

Recursive Coordination Information Theory: Decision Sufficiency, Consequence Sufficiency, and Recursive Closure

First posted on Zenodo on 1 October 2026. Version 1: 10.5281/zenodo.23091409.

Names and extends Coordination Information Theory (CIT).

Source Identification Is Not Fitness Testing: Measuring the Limits of Synthetic-Data Attribution

Price Formation Without Communication: A Constructive Illustration of Mises and Hayek

Quantifying the Informativeness Principle

Three Bounds on Central Coordination: Information Theory and the Irreducibility of Entrepreneurial Judgement

AI-Driven Energy Efficiency for O-RAN

I contributed to this BeGREEN white paper on the Intelligence Plane implementation and its evaluation in simulated O-RAN environments using VIAVI TeraVM AI RSG. I am credited as a contributor alongside Miguel Catalan-Cid and German Castellanos.

Released 12 May 2025. Related work: BeGREEN Intelligence Plane demo.