most citedCOLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits

1 citations · 2 across the 3 of their papers we have counts for

collaborators

3 papers

cs.AI2024★ 1 cited

-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning

Mintong Kang, Bo Li

As LLMs become increasingly prevalent across various applications, it is critical to establish safety guardrails to moderate input/output content of LLMs. Existing guardrail models…

cs.LG2024

Certifiably Byzantine-Robust Federated Conformal Prediction

Mintong Kang, Zhen Lin, Jimeng Sun +2

Conformal prediction has shown impressive capacity in constructing statistically rigorous prediction sets for machine learning models with exchangeable data samples. The siloed dat…

cs.LG2024★ 1 cited

COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits

Mintong Kang, Nezihe Merve Gürel, Linyi Li +1

Conformal prediction has shown spurring performance in constructing statistically rigorous prediction sets for arbitrary black-box machine learning models, assuming the data is exc…