NeurIPS 2025 Workshop Reliable ML Submissions

Batch-Adaptive Annotations for Causal Inference with Complex-Embedded Outcomes
Ezinne Nwankwo, Lauri Goldkind, Angela Zhou
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Drawing Reliable Conclusions with Imperfect Synthetic Data
Yewon Byun, Shantanu Gupta, Zachary Chase Lipton, Rachel Leah Childers, Bryan Wilder
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Unspoken Hints: Accuracy Without Acknowledgement in LLM Reasoning
Arash Marioriyad, Shaygan Adim, Nima Alighardashi, Mahdieh Soleymani Baghshah, Mohammad Hossein Rohban
- Published: 29 Sept 2025, Last Modified: 14 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Adversarial Attacks against Context-dependent Visual Association in Referring Multi-Object Tracking Systems
Halima Bouzidi, Haoyu Liu, Mohammad Al Faruque
- Published: 29 Sept 2025, Last Modified: 14 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Fairness Through Independence via Cramér-von Mises Regularization
Albert Gimó Contreras, Mariia Vladimirova, Federico Pavone, Reda CHHAIBI
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
CroPA++: Exposing Vulnerabilities in Vision Language Models and Enhancing Adversarial Transferability of Cross-Prompt Attacks
Agam Pandey, Amritanshu Tiwari, Atharv Mittal, Sukrit Jindal, Swadesh Swain
- Published: 29 Sept 2025, Last Modified: 15 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Energy-Shaped Manifold Projections Enable Adversarial Detection
Artem Matevosian, Bader Rasheed
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Adversarially-robust probes for Deep Networks
Simran Ketha, Nuthan Mummani, Niranjan Rajesh, Venkatakrishnan Ramaswamy
- Published: 29 Sept 2025, Last Modified: 24 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
COIR: Chain-of-Intention Reasoning Elicits Defense in Multimodal Large Language Models
Gyuwon Choi, Donggon Jang, Daeshik Kim
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
From Evidence to Knowledge: A Hierarchical Probabilistic Model of the Scientific Knowledge Landscape at Web Scale
Yaniv Slor Futterman, Binyamin Perets, Mark Kozdoba, Shie Mannor
- Published: 29 Sept 2025, Last Modified: 24 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Approximating Human Preferences Using a Multi-Judge Learned System
Fernando Avalos, Eitan Sprejer, Augusto Mariano Bernardi, José Pedro Brito de Azevedo Faustino, Jacob Haimes, Narmeen Fatimah Oozeer
- Published: 29 Sept 2025, Last Modified: 17 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Sparse Parameter Adaptation for Fair Model Transfer Across Domains
Sina Baharlouei, Minoo Ahmadi
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
The Silent Judge: Unacknowledged Shortcut Bias in LLM-as-a-Judge
Arash Marioriyad, Mohammad Hossein Rohban, Mahdieh Soleymani Baghshah
- Published: 29 Sept 2025, Last Modified: 14 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Stress-Testing Byzantine Defenses under Data Heterogeneity
Latifa Errami, Hajar El Hammouti, El houcine Bergou
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Beyond Text: Multimodal Jailbreaking of Vision-Language and Audio Models through Perceptually-Aware Transformations
Divyanshu Kumar, Shreyas Jena, Nitin Aravind Birur, Tanay Baswa, Sahil Agarwal, Prashanth Harshangi
- Published: 29 Sept 2025, Last Modified: 14 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Aggregated Individual Reporting for Post-Deployment Evaluation: Mechanism Design & Modeling Considerations
Jessica Dai, Nika Haghtalab, Jamie Heather Morgenstern
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
FAVAE-Effective Frequency Aware Latent Tokenizer
Tejaswini Medi, Hsien-Yi Wang, Arianna Rampini, Margret Keuper
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
MPSelectTune: Prompt-type Selection for Fine-tuning improves Concept Unlearning in LLMs
Shubhadip Nag, Srinjoy Das, Agniva Saha, Anushree Ghosh, Soumi Das, Tarun Kumar, Suparna Bhattacharya, Sourangshu Bhattacharya
- Published: 29 Sept 2025, Last Modified: 22 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
StealthEval: A Probe-Rewrite-Evaluate Workflow for Reliable Benchmarks
Lang Xiong, Nishant Bhargava, Jeremy Chang, Jianhang Hong, Haihao Liu, Kevin Zhu
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
An Analysis of Causal Effect Estimation using Outcome Invariant Data Augmentation
UZAIR AKBAR, Niki Kilbertus, Hao Shen, Krikamol Muandet, Bo Dai
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Optimal Fair Learning Robust to Adversarial Distribution Shift
Sushant Agarwal, Amit Deshpande, Rajmohan Rajaraman, Ravi Sundaram
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Probabilistic Framework for Robustness of Counterfactual Explanations Under Data Shifts
Xuan Zhao, Lena Krieger, Zhuo Cao, Arya Bangun, Hanno Scharr, Ira Assent
- Published: 29 Sept 2025, Last Modified: 24 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Selective Cost-Aware Random Forests for Unreliable Data
Sarwesh Rauniyar
- Published: 29 Sept 2025, Last Modified: 25 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning
Lama Alssum, Hasan Abed Al Kader Hammoud, Motasem Alfarra, Juan C Leon Alcazar, Bernard Ghanem
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone
Strategic Feature Selection
Jivat Neet Kaur, Divya M Shanmugam, Emma Pierson, Michael I. Jordan, Nika Haghtalab, Ahmed Alaa, Serena Lutong Wang
- Published: 29 Sept 2025, Last Modified: 12 Oct 2025
- NeurIPS 2025 - Reliable ML Workshop
- Readers: Everyone