Which Experiences Are Influential for RL Agents? Efficiently Estimating The Influence of Experiencesby Takuya Hiraoka,…
Enhancing Active Learning for Sentinel 2 Imagery through Contrastive Learning and Uncertainty Estimationby David Pogorzelski,…
Improving Label Error Detection and Elimination with Uncertainty Quantificationby Johannes Jakubik, Michael Vössing, Manil Maskey,…
LoRA Learns Less and Forgets Lessby Dan Biderman, Jacob Portes, Jose Javier Gonzalez Ortiz, Mansheej…
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared…
Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networksby Caelin Kaplan, Angelo…
Derivative-based regularization for regressionby Enrico Lopedoto, Maksim Shekhunov, Vitaly Aksenov, Kizito Salako, Tillman WeydeFirst submitted…
Predicting Safety Misbehaviours in Autonomous Driving Systems using Uncertainty Quantificationby Ruben Grewal, Paolo Tonella, Andrea…
Deep Evidential Learning for Radiotherapy Dose Predictionby Hai Siong Tan, Kuancheng Wang, Rafe McbethFirst submitted…
LayerSkip: Enabling Early Exit Inference and Self-Speculative Decodingby Mostafa Elhoushi, Akshat Shrivastava, Diana Liskovich, Basil…