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CoCoA: A Minimum Bayes Risk Framework Bridging Confidence and Consistency for Uncertainty Quantification in LLMs
Roman Vashurin, Maiya Goloburda, Albina Ilina, Aleksandr Rubashevskii, Preslav Nakov, Artem Shelmanov, Maxim Panov
- Published: 18 Sept 2025, Last Modified: 11 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
OpenCUA: Open Foundations for Computer-Use Agents
Xinyuan Wang, Bowen Wang, Dunjie Lu, Junlin Yang, Tianbao Xie, Junli Wang, Jiaqi Deng, Xiaole Guo, Yiheng Xu, Chen Henry Wu, Zhennan Shen, Zhuokai Li, Ryan Li, Xiaochuan Li, Junda Chen, Zheng Boyuan, LI PEIHANG, Fangyu Lei, Ruisheng Cao, Yeqiao Fu et al. (14 additional authors not shown)
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
On the Global Optimality of Policy Gradient Methods in General Utility Reinforcement Learning
Anas Barakat, Souradip Chakraborty, Peihong Yu, Pratap Tokekar, Amrit Singh Bedi
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Near-Optimal Experiment Design in Linear non-Gaussian Cyclic Models
Ehsan Sharifian, Saber Salehkaleybar, Negar Kiyavash
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Hybrid Latent Representations for PDE Emulation
Ali Can Bekar, Siddhant Agarwal, Christian Hüttig, Nicola Tosi, David S. Greenberg
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
MoodAngels: A Retrieval-augmented Multi-agent Framework for Psychiatry Diagnosis
Mengxi Xiao, Ben Liu, He Li, Jimin Huang, Qianqian Xie, Xiaofen Zong, Mang Ye, Min Peng
- Published: 18 Sept 2025, Last Modified: 11 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
Meta-learning how to Share Credit among Macro-Actions
Ionel Hosu, Traian Rebedea, Razvan Pascanu
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Mitigating Spurious Features in Contrastive Learning with Spectral Regularization
Naghmeh Ghanooni, Waleed Mustafa, Dennis Wagner, Sophie Fellenz, Anthony Widjaja Lin, Marius Kloft
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
FedFACT: A Provable Framework for Controllable Group-Fairness Calibration in Federated Learning
Li Zhang, Zhongxuan Han, XiaoHua Feng, Jiaming Zhang, Yuyuan Li, Chaochao Chen
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Transformer Key-Value Memories Are Nearly as Interpretable as Sparse Autoencoders
Mengyu Ye, Jun Suzuki, Tatsuro Inaba, Tatsuki Kuribayashi
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Beyond Oracle: Verifier-Supervision for Instruction Hierarchy in Reasoning and Instruction-Tuned LLMs
Sian-Yao Huang, Li-Hsien Chang, Che-Yu Lin, Cheng-Lin Yang
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
ASDSV: Multimodal Generation Made Efficient with Approximate Speculative Diffusion and Speculative Verification
Kaijun Zhou, Xingyu Yan, Xingda Wei, Xijun Li, Jinyu Gu
- Published: 18 Sept 2025, Last Modified: 14 Dec 2025
- NeurIPS 2025 poster
- Readers: Everyone
Mechanistic Insights into Grokking from the Embedding Layer
Hilal AlQuabeh, Velibor Bojkovic, Munachiso S Nwadike, Kentaro Inui
- 12 May 2025 (modified: 29 Oct 2025)
- Submitted to NeurIPS 2025
- Readers: Everyone
Towards Accurate Time Series Forecasting via Implicit Decoding
Xinyu Li, Yuchen Luo, Hao Wang, Haoxuan Li, Liuhua Peng, Feng Liu, Yandong Guo, Kun Zhang, Mingming Gong
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment
Wonje Jeung, Sangyeon Yoon, Minsuk Kahng, Albert No
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Diffusing DeBias: Synthetic Bias Amplification for Model Debiasing
Massimiliano Ciranni, Vito Paolo Pastore, Roberto Di Via, Enzo Tartaglione, Francesca Odone, Vittorio Murino
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Escaping saddle points without Lipschitz smoothness: the power of nonlinear preconditioning
Alexander Bodard, Panagiotis Patrinos
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 spotlight
- Readers: Everyone
Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models
Tae-Young Lee, Juwon Seo, Jong Hwan Ko, Gyeong-Moon Park
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Why Playing Against Diverse and Challenging Opponents Speeds Up Coevolution: A Theoretical Analysis on Combinatorial Games
Alistair Benford, Per Kristian Lehre
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Can We Partially Rewrite Transformers in Natural Language?
Gonçalo Paulo, Nora Belrose
- 12 May 2025 (modified: 29 Oct 2025)
- Submitted to NeurIPS 2025
- Readers: Everyone
Theoretical Guarantees for the Retention of Strict Nash Equilibria by Coevolutionary Algorithms
Alistair Benford, Per Kristian Lehre
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Stochastic Principal-Agent Problems: Computing and Learning Optimal History-Dependent Policies
Jiarui Gan, R Majumdar, Debmalya Mandal, Goran Radanovic
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Large language models can learn and generalize steganographic chain-of-thought under process supervision
Robert McCarthy, Joey SKAF, Luis Ibanez-Lissen, Vasil Georgiev, Connor Watts, Hannes Whittingham, Lorena Gonzalez-Manzano, Cameron Tice, Edward James Young, Puria Radmard, David Lindner
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
PyraMotion: Attentional Pyramid-Structured Motion Integration for Co-Speech 3D Gesture Synthesis
Zhizhuo Yin, Yuk Hang Tsui, Pan Hui
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone
Monoculture or Multiplicity: Which Is It?
Mila Gorecki, Moritz Hardt
- Published: 18 Sept 2025, Last Modified: 29 Oct 2025
- NeurIPS 2025 poster
- Readers: Everyone

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