Research & Decision Science
Research built into the product
Forecasting, optimization and applied AI for real decisions under real constraints.
- indexed research outputs
- 1,181indexed research outputs
- combined citations
- 53,485combined citations
- Clarivate Highly Cited Papers in forecasting
- Top 1%Clarivate Highly Cited Papers in forecasting
Scientific foundations
From research result to product behavior
Probabilistic forecasts, coherent hierarchies, constraint-aware recommendations and governed human intervention.
Research → product
| Research area | Enterprise problem | RabbitHawk capability |
|---|---|---|
| Hierarchical forecasting | Local forecasts do not aggregate coherently across the enterprise | Reconciled forecasts across every level |
| Probabilistic forecasting | Point forecasts hide risk | Full predictive distributions, intervals and scenario ranges |
| Optimization | Forecasts do not tell teams what to do | Constraint-aware recommendations |
| Agentic AI | Context is trapped in emails and notes | Adaptive elicitation, semantic routing and governed context workflows |
| Human-in-the-loop AI | Automation without trust creates resistance | Belief review, governed publication and intervention lineage |
| Alignment science | Teams optimize against conflicting goals | Goals & Guardrails within Forecasting & Optimization |
Hierarchical forecasting
Local forecasts do not aggregate coherently across the enterprise
Reconciled forecasts across every level
Probabilistic forecasting
Point forecasts hide risk
Full predictive distributions, intervals and scenario ranges
Optimization
Forecasts do not tell teams what to do
Constraint-aware recommendations
Agentic AI
Context is trapped in emails and notes
Adaptive elicitation, semantic routing and governed context workflows
Human-in-the-loop AI
Automation without trust creates resistance
Belief review, governed publication and intervention lineage
Alignment science
Teams optimize against conflicting goals
Goals & Guardrails within Forecasting & Optimization
Research database
Search the indexed record by title, author, venue, category or year. Records include peer-reviewed work, preprints, books, chapters and other scholarly outputs.
1,181 results · page 7 of 99
2024
A Formal Explainer for Just-In-Time Defect Predictions
J Yu, M Fu, A Ignatiev, C Tantithamthavorn, P Stuckey
ACM Transactions on Software Engineering and Methodology 33 (7), 1-31, 2024
Machine Learning7 citationsFormal explanations for neuro-symbolic ai
S Paul, J Yu, JJ Dekker, A Ignatiev, PJ Stuckey
arXiv preprint arXiv:2410.14219, 2024
Machine Learning6 citationsStrategies for improving nl-to-fol translation with llms: Data generation, incremental fine-tuning, and verification
RK Thatikonda, J Han, W Buntine, E Shareghi
arXiv e-prints, arXiv: 2409.16461, 2024
Research6 citationsA survey on the real power of ChatGPT
M Liu, R Liu, Y Zhu, H Wang, Y Qu, R Li, Y Sheng, W Buntine
arXiv preprint arXiv:2405.00704, 2024
Research6 citationsOntoMedRec: Logically-pretrained model-agnostic ontology encoders for medication recommendation
W Tan, W Wang, X Zhou, W Buntine, G Bingham, H Yin
World Wide Web 27 (3), 28, 2024
Machine Learning5 citationsImproving Vietnamese-English Medical Machine Translation
N Vo, DQ Nguyen, DD Le, M Piccardi, W Buntine
arXiv preprint arXiv:2403.19161, 2024
Research5 citationsMulti-stage predict+ optimize for (mixed integer) linear programs
X Hu, J Lee, J Lee, P Stuckey
Advances in Neural Information Processing Systems 37, 64794-64827, 2024
Research4 citationsNavigating Conflicting Views: Harnessing Trust for Learning
J Lu, W Buntine, Y Qi, J Dipnall, B Gabbe, L Du
arXiv preprint arXiv:2406.00958, 2024
Research4 citationsSingle constant multiplication for SAT
H Bierlee, JJ Dekker, V Lagoon, PJ Stuckey, G Tack
International Conference on the Integration of Constraint Programming …, 2024
Research3 citationsReward engineering for generating semi-structured explanation
J Han, W Buntine, E Shareghi
Findings of the Association for Computational Linguistics: EACL 2024, 589-602, 2024
Research3 citationsCreating a Cooperative AI Policymaking Platform through Open Source Collaboration
A Lewington, A Vittalam, A Singh, A Uppuluri, A Ashok, AM Athmaram, ...
arXiv preprint arXiv:2412.06936, 2024
Machine Learning2 citationsCommentary: Can LLMs Provide Good Forecasts?
C Bergmeir
Foresight: The International Journal of Applied Forecasting, 2024
Forecasting2 citations
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