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Proceedings of Machine Learning Research | Proceedings on “I Can’t Believe It’s Not Better: Challenges in Applied Deep Learning” at ICLR 2025 Workshops Held in Singapore on 28 April 2025 Published as Volume 296 by the Proceedings of Machine Learning Research on 12 August 2025. Volume Edited by: Arno Blaas Priya D’Costa Fan Feng Andreas Kriegler Ian Mason Zhaoying Pan Tobias Uelwer Jennifer Williams Yubin Xie Rui Yang Series Editors: Neil D. Lawrence
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Volume 296: Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, 28 April 2025, Singapore

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Editors: Arno Blaas, Priya D’Costa, Fan Feng, Andreas Kriegler, Ian Mason, Zhaoying Pan, Tobias Uelwer, Jennifer Williams, Yubin Xie, Rui Yang

[bib][citeproc]

Performance of Zero-Shot Time Series Foundation Models on Cloud Data

William Toner, Thomas L. Lee, Artjom Joosen, Rajkarn Singh, Martin Asenov; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:1-12

Rethinking Evaluation for Temporal Link Prediction through Counterfactual Analysis

Aniq Ur Rahman, Alexander Modell, Justin Coon; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:13-19

Filter bubbles and affective polarization in user-personalized large language model outputs

Han Wu, Sareh Rowlands, Johan Wahlstrom; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:20-25

Modeling speech emotion with label variance and analyzing performance across speakers and unseen acoustic conditions

Vikramjit Mitra, Amrit Romana, Dung Tran, Erdrin Azemi; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:26-36

On the Power of Heuristics in Temporal Graphs

Filip Cornell, Oleg Smirnov, Gabriela Zarzar Gandler, Lele Cao; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:37-46

On the Limits of Applying Graph Transformers for Brain Connectome Classification

Jose Miguel Lara Rangel, Clare Elizabeth Heinbaugh; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:47-55

Know Thy Judge: On the Robustness Meta-Evaluation of LLM Safety Judges

Francisco Eiras, Eliott Zemour, Eric Lin, Vaikkunth Mugunthan; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:56-66

Impact of Task Phrasing on Presumptions in Large Language Models

Kenneth J. K. Ong; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:67-74

Last Layer Empirical Bayes

Valentin Villecroze, Yixin Wang, Gabriel Loaiza-Ganem; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:75-83

How Effective Are AI Models in Translating English Scientific Texts to Nigerian Pidgin: A Low-resource Language?

Flora Oladipupo, Anthony Soronnadi, Ife Adebara, Olubayo Adekanmbi; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:84-89

In Search of Forgotten Domain Generalization

Prasanna Mayilvahanan, Roland S. Zimmermann, Thaddäus Wiedemer, Evgenia Rusak, Attila Juhos, Matthias Bethge, Wieland Brendel; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:90-130

Challenges of Decomposing Tools in Surgical Scenes Through Disentangling The Latent Representations

Sai Lokesh Gorantla, Raviteja Sista, Apoorva Srivastava, Utpal De, Partha Pratim Chakrabarti, Debdoot Sheet; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:130-140

On the Role of Structure in Hierarchical Graph Neural Networks

Luca Sbicego, Sevda Öğüt, Manuel Madeira, Yiming QIN, Dorina Thanou, Pascal Frossard; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:141-150

An Integrated YOLO and VLM System for Fire Detection in Enclosed Environments

Jongeun Kim, Yejin Lee, Dongsik Yoon, Chansung Jung, Gunhee Lee; Proceedings on "I Can't Believe It's Not Better: Challenges in Applied Deep Learning" at ICLR 2025 Workshops, PMLR 296:151-162

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