Title
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest Jakob Schoeffer Maria De-Arteaga Jonathan Elmer 92 0 0 05 Apr 2025
PolyPythias: Stability and Outliers across Fifty Language Model Pre-Training Runs Oskar van der Wal Pietro Lesci Max Muller-Eberstein Naomi Saphra Hailey Schoelkopf Willem H. Zuidema Stella Biderman LRM 56 0 0 12 Mar 2025
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition Otto Brookes Maksim Kukushkin Majid Mirmehdi Colleen Stephens Paula Dieguez ... Lukas Boesch Thomas Schmid M. Arandjelovic H. Kühl T. Burghardt 46 0 0 28 Feb 2025
Societal Alignment Frameworks Can Improve LLM Alignment Karolina Stañczak Nicholas Meade Mehar Bhatia Hattie Zhou Konstantin Böttinger ... Timothy P. Lillicrap Ana Marasović Sylvie Delacroix Gillian K. Hadfield Siva Reddy 107 0 0 27 Feb 2025
Distributional Scaling Laws for Emergent Capabilities Rosie Zhao Tian Qin David Alvarez-Melis Sham Kakade Naomi Saphra LRM 37 0 0 24 Feb 2025
Less is More for Synthetic Speech Detection in the Wild Ashi Garg Zexin Cai Henry Li Xinyuan Leibny Paola García-Perera Kevin Duh Sanjeev Khudanpur Matthew Wiesner Nicholas Andrews 74 0 0 17 Feb 2025
Machine Learning Should Maximize Welfare, Not (Only) Accuracy Nir Rosenfeld Haifeng Xu HAI FaML 71 1 0 17 Feb 2025
Be Intentional About Fairness!: Fairness, Size, and Multiplicity in the Rashomon Set Gordon Dai Pavan Ravishankar Rachel Yuan Daniel B. Neill Emily Black 34 0 0 28 Jan 2025
The Curious Case of Arbitrariness in Machine Learning Prakhar Ganesh Afaf Taik G. Farnadi 59 2 0 28 Jan 2025
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 41 0 0 13 Jan 2025
Test-Time Alignment via Hypothesis Reweighting Yoonho Lee Jonathan Williams Henrik Marklund Archit Sharma E. Mitchell Anikait Singh Chelsea Finn 91 3 0 11 Dec 2024
Fine-Tuning Pre-trained Language Models for Robust Causal Representation Learning Jialin Yu Yuxiang Zhou Yulan He Nevin L. Zhang Ricardo Silva 31 0 0 18 Oct 2024
From Transparency to Accountability and Back: A Discussion of Access and Evidence in AI Auditing Sarah H. Cen Rohan Alur 19 1 0 07 Oct 2024
Measuring and Controlling Solution Degeneracy across Task-Trained Recurrent Neural Networks Ann Huang Satpreet H. Singh Kanaka Rajan 14 0 0 04 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 28 1 0 03 Oct 2024
Perceptions of the Fairness Impacts of Multiplicity in Machine Learning Anna P. Meyer Yea-Seul Kim Aws Albarghouthi Loris DÁntoni FaML 24 1 0 18 Sep 2024
Self-Supervised Learning for Building Robust Pediatric Chest X-ray Classification Models Sheng Cheng Zbigniew A. Starosolski Devika Subramanian SSL 29 0 0 30 Aug 2024
UTrack: Multi-Object Tracking with Uncertain Detections Edgardo Solano-Carrillo Felix Sattler Antje Alex Alexander Klein Bruno Pereira Costa Ángel Bueno Rodríguez Jannis Stoppe VOT 32 1 0 30 Aug 2024
Can Optimization Trajectories Explain Multi-Task Transfer? David Mueller Mark Dredze Nicholas Andrews 53 1 0 26 Aug 2024
Assessing Robustness of Machine Learning Models using Covariate Perturbations Arun Prakash A. Bhattacharyya Eric Heim Vijayan N. Nair Model OOD AAML 31 1 0 02 Aug 2024
Interpretability in Action: Exploratory Analysis of VPT, a Minecraft Agent Karolis Jucys George Adamopoulos Mehrab Hamidi Stephanie Milani Mohammad Reza Samsami Artem Zholus Sonia Joseph Blake A. Richards Irina Rish Özgür Simsek 34 2 0 16 Jul 2024
Amazing Things Come From Having Many Good Models Cynthia Rudin Chudi Zhong Lesia Semenova Margo Seltzer Ronald E. Parr Jiachang Liu Srikar Katta Jon Donnelly Harry Chen Zachery Boner 26 23 0 05 Jul 2024
Emergence of Hidden Capabilities: Exploring Learning Dynamics in Concept Space Core Francisco Park Maya Okawa Andrew Lee Ekdeep Singh Lubana Hidenori Tanaka 52 7 0 27 Jun 2024
Aligning Model Properties via Conformal Risk Control William Overman Jacqueline Jil Vallon Mohsen Bayati 33 2 0 26 Jun 2024
Tree-based variational inference for Poisson log-normal models Alexandre Chaussard Anna Bonnet Elisabeth Gassiat Sylvain Le Corff 22 0 0 25 Jun 2024
MixTex: Unambiguous Recognition Should Not Rely Solely on Real Data Renqing Luo Yuhan Xu 33 0 0 24 Jun 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 42 1 0 17 Jun 2024
Teleporter Theory: A General and Simple Approach for Modeling Cross-World Counterfactual Causality Jiangmeng Li Bin Qin Qirui Ji Yi Li Wenwen Qiang Jianwen Cao Fanjiang Xu 44 0 0 17 Jun 2024
Management Decisions in Manufacturing using Causal Machine Learning -- To Rework, or not to Rework? Philipp Schwarz Oliver Schacht Sven Klaassen Daniel Grünbaum Sebastian Imhof Martin Spindler CML 17 0 0 17 Jun 2024
How Does Distribution Matching Help Domain Generalization: An Information-theoretic Analysis Yuxin Dong Tieliang Gong Hong Chen Shuangyong Song Weizhan Zhang Chen Li OOD 37 0 0 14 Jun 2024
The Penalized Inverse Probability Measure for Conformal Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 37 2 0 13 Jun 2024
INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition Andreas Triantafyllopoulos A. Batliner Simon Rampp M. Milling Björn Schuller VLM 18 0 0 10 Jun 2024
On Affine Homotopy between Language Encoders Robin SM Chan Reda Boumasmoud Anej Svete Yuxin Ren Qipeng Guo ... Shauli Ravfogel Mrinmaya Sachan Bernhard Schölkopf Mennatallah El-Assady Ryan Cotterell 38 3 0 04 Jun 2024
Position: Cracking the Code of Cascading Disparity Towards Marginalized Communities G. Farnadi Mohammad Havaei Negar Rostamzadeh 32 2 0 03 Jun 2024
Reconciling Model Multiplicity for Downstream Decision Making Ally Yalei Du Dung Daniel Ngo Zhiwei Steven Wu 21 5 0 30 May 2024
AI Risk Management Should Incorporate Both Safety and Security Xiangyu Qi Yangsibo Huang Yi Zeng Edoardo Debenedetti Jonas Geiping ... Chaowei Xiao Bo-wen Li Dawn Song Peter Henderson Prateek Mittal AAML 43 10 0 29 May 2024
The Cost of Arbitrariness for Individuals: Examining the Legal and Technical Challenges of Model Multiplicity Prakhar Ganesh Ihsan Ibrahim Daldaban Ignacio Cofone G. Farnadi 54 2 0 28 May 2024
Learning from Uncertain Data: From Possible Worlds to Possible Models Jiongli Zhu Su Feng Boris Glavic Babak Salimi 14 0 0 28 May 2024
Exposing Image Classifier Shortcuts with Counterfactual Frequency (CoF) Tables James Hinns David Martens 41 2 0 24 May 2024
Blood Glucose Control Via Pre-trained Counterfactual Invertible Neural Networks Jingchi Jiang Rujia Shen Boran Wang Yi Guan OffRL BDL 26 1 0 23 May 2024
Agent Design Pattern Catalogue: A Collection of Architectural Patterns for Foundation Model based Agents Yue Liu Sin Kit Lo Qinghua Lu Liming Zhu Dehai Zhao Xiwei Xu Stefan Harrer Jon Whittle LLMAG AI4CE 25 10 0 16 May 2024
Mind the Gap Between Synthetic and Real: Utilizing Transfer Learning to Probe the Boundaries of Stable Diffusion Generated Data Leonhard Hennicke C. Adriano Holger Giese Jan Mathias Koehler Lukas Schott DiffM 45 2 0 06 May 2024
Position: Why We Must Rethink Empirical Research in Machine Learning Moritz Herrmann F. J. D. Lange Katharina Eggensperger Giuseppe Casalicchio Marcel Wever Matthias Feurer David Rügamer Eyke Hüllermeier A. Boulesteix Bernd Bischl 44 6 0 03 May 2024
On the Rashomon ratio of infinite hypothesis sets Evzenie Coupkova Mireille Boutin 26 1 0 27 Apr 2024
From Model Performance to Claim: How a Change of Focus in Machine Learning Replicability Can Help Bridge the Responsibility Gap Tianqi Kou 32 0 0 19 Apr 2024
Beyond development: Challenges in deploying machine learning models for structural engineering applications M. Z. Esteghamati Brennan Bean Henry V. Burton M. Z. Naser AI4CE 21 1 0 18 Apr 2024
Machine Learning Robustness: A Primer Houssem Ben Braiek Foutse Khomh AAML OOD 32 5 0 01 Apr 2024
Specification Overfitting in Artificial Intelligence Benjamin Roth Pedro Henrique Luz de Araujo Yuxi Xia Saskia Kaltenbrunner Christoph Korab 56 0 0 13 Mar 2024
Fusing Climate Data Products using a Spatially Varying Autoencoder Jacob A. Johnson Matthew J. Heaton William F. Christensen Lynsie R. Warr S. Rupper AI4CE 16 0 0 12 Mar 2024
Calibrating Large Language Models Using Their Generations Only Dennis Ulmer Martin Gubri Hwaran Lee Sangdoo Yun Seong Joon Oh UQLM 411 18 1 09 Mar 2024