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Peini Liu

6 papers hereh-index 8223 citations31 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author5

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.DC2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

activity
20212025
most citedFine-Grained Scheduling for Containerized HPC Workloads in Kubernetes Clusters

2 citations · 2 across the 4 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2025

Feature Engineering for Agents: An Adaptive Cognitive Architecture for Interpretable ML Monitoring

Gusseppe Bravo-Rocca, Peini Liu, Jordi Guitart +3

Monitoring Machine Learning (ML) models in production environments is crucial, yet traditional approaches often yield verbose, low-interpretability outputs that hinder effective de…

cs.LG2023

TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings

Gusseppe Bravo-Rocca, Peini Liu, Jordi Guitart +2

Machine Learning (ML) models struggle with data that changes over time or across domains due to factors such as noise, occlusion, illumination, or frequency, unlike humans who can…

cs.LG2021

Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debugging

Gusseppe Bravo-Rocca, Peini Liu, Jordi Guitart +4

Machine Learning (ML) is more than just training models, the whole workflow must be considered. Once deployed, a ML model needs to be watched and constantly supervised and debugged…

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