SI² — SuperIntelligence for Science

Publications & research

Published work, accepted papers, preprints, and ongoing research across SI².

AI for HPC

Accepted work & ongoing research.

AcceptedSC ’26

Recall Is Not Honesty: Benchmarking Multi-Agent Architectures for Trustworthy HPC Operational Analytics

Kartik Shinde, Tirthankar Ghosal, Sreekantam Sai Venkat, Siddhant Senapati, Sanjay Das, Tilak Kasturi, Khaled Z. Ibrahim, Hugo Hernandez, Kanad Basu, Sreenivas Rangan Sukumar

Research details & affiliations →
OngoingOngoing research

EPIC++: Decentralized Multi-Agent Analytics for Defensible Job Submission Decisions on HPC Telemetry

Kartik Shinde, Tirthankar Ghosal, Siddhant Senapati, Sreekantam Sai Venkat, Sanjay Das, Tilak Kasturi, Khaled Ibrahim, Hugo Hernández, Kanad Basu, Sukumar Rangan

Research details & affiliations →
AI for Laboratory Operations

Publications, preprints & submissions.

RAG4ReportsPublished

REFSafE: A RAG-Enabled Framework for Predictive Risk Analysis and Automated Safety Report Generation in Mission-Critical Environments

Sanjay Das et al.

Citation

Sanjay Das et al. (2026). REFSafE: A RAG-Enabled Framework for Predictive Risk Analysis and Automated Safety Report Generation in Mission-Critical Environments. RAG4Reports, pp. 47–56.

RAG4ReportsPublished

ORCHID: Orchestrated Retrieval-Augmented Classification of High-Risk Property with Intelligent Decision-Making

Sanjay Das et al.

Citation

Sanjay Das et al. (2026). ORCHID: Orchestrated Retrieval-Augmented Classification of High-Risk Property with Intelligent Decision-Making. RAG4Reports, pp. 57–64.

WACV 2027Accepted

BLUEPRINT Rebuilding a Legacy: Multimodal Retrieval for Complex Engineering Drawings and Documents

Ethan Seefried et al.

Citation

Ethan Seefried et al. (2027). BLUEPRINT Rebuilding a Legacy: Multimodal Retrieval for Complex Engineering Drawings and Documents. WACV 2027.

JCDLPublished

ChemSafe: Hybrid Retrieval-Augmented Decision Support for Laboratory Chemical Hazard Assessment

Ran Elgedawy et al.

Citation

Ran Elgedawy et al. (2026). ChemSafe: Hybrid Retrieval-Augmented Decision Support for Laboratory Chemical Hazard Assessment. JCDL.

ChemRxivPreprint

SafeChem: A Benchmark Dataset for Multi-Label Chemical Hazard Prediction and LLM Safety Hallucination Evaluation

Ran Elgedawy et al.

Submitted to NeurIPS

Citation

Ran Elgedawy et al. (2026). SafeChem: A Benchmark Dataset for Multi-Label Chemical Hazard Prediction and LLM Safety Hallucination Evaluation. ChemRxiv.

JCDLPublished

SafeLens: AI-Augmented Exploratory Analysis over Organizational Safety Records for Actionable Insights Generation

Sanjay Das, Ryan Burchfield, Gavin Wiggins, Alan Guy, and Tirthankar Ghosal

Citation

Sanjay Das, Ryan Burchfield, Gavin Wiggins, Alan Guy, and Tirthankar Ghosal (2026). SafeLens: AI-Augmented Exploratory Analysis over Organizational Safety Records for Actionable Insights Generation. JCDL.

SIGDIALPublished

Enhancing Operational Safety via Agentic Dialogue Hazard Identification Analysis

Sanjay Das, Ran Elgedawy, Ethan Seefried, Ryan Burchfield, and Tirthankar Ghosal

Citation

Sanjay Das, Ran Elgedawy, Ethan Seefried, Ryan Burchfield, and Tirthankar Ghosal (2026). Enhancing Operational Safety via Agentic Dialogue Hazard Identification Analysis. SIGDIAL, pp. 757–772.