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Diffusion Beats Autoregressive in Data-Constrained Settings
Mihir Prabhudesai, Mengning Wu, Amir Zadeh, Katerina Fragkiadaki, Deepak Pathak
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
ScooBDoob: Schrödinger Bridge with Doob’s h-Transform for Molecular Dynamics
Yinuo Zhang, Sophia Tang, Pranam Chatterjee
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Entropy Is Not Enough: Uncertainty Quantification for LLMs fails under Aleatoric Uncertainty
Tim Tomov, Dominik Fuchsgruber, Tom Wollschläger, Stephan Günnemann
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Entangled Schrödinger Bridge Matching
Sophia Tang, Yinuo Zhang, Pranam Chatterjee
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Value Gradient Guidance for Flow Matching Alignment
Zhen Liu, Tim Z. Xiao, Carles Domingo-Enrich, Weiyang Liu, Dinghuai Zhang
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Where the Score Lives: A Wavelet View of Diffusion
Emma Lucia Byrnes Finn, Binxu Wang, T. Anderson Keller, Demba E. Ba
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Multi-scale Autoregressive Models are Laplacian, Discrete, and Latent Diffusion Models In Disguise
Dat Minh Hong, Samuel Belkadi
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
DenseMixer: Improving MoE Post-Training with Precise Router Gradient
Feng Yao, Junxia Cui, Ruohan Zhang, Liyuan Liu, Shibo Hao, Li Zhang, Chengyu Dong, Shuohang Wang, yelong shen, Jianfeng Gao, Jingbo Shang
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
When rule learning breaks: Diffusion Fails to Learn Parity of Many Bits
Binxu Wang, Emma Lucia Byrnes Finn, Bingbin Liu
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS Oral
- Readers: Everyone
Improved Sampling from Masked Diffusion Models with Position Contrastive Guidance
Dhruvesh Patel, Tahira Naseem, Gaurav Pandey, Md Arafat Sultan, Andrew McCallum, Ramón Fernandez Astudillo
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Foundations of Top-$k$ Decoding for Language Models
Georgy Noarov, Soham Mallick, Tao Wang, Sunay Joshi, Yan Sun, Yangxinyu Xie, Mengxin Yu, Edgar Dobriban
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Semantic Probabilistic Control of Language Models
Kareem Ahmed, Catarina G Belém, Padhraic Smyth, Sameer Singh
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
An Optimal Algorithm for Marginalization in Bayesian Networks
Alina Yang, Bhaskar Mishra
- Published: 23 Sept 2025, Last Modified: 24 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
oPE: Enhanced Transformer with Complex Positional Encoding
Avinash Amballa
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
GNN-Guided Block Selection in Gibbs MCMC
Benjamin Dayan, Bhaskar Mishra, Justin Svegliato, Stuart Russell
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Probabilistic Variational Contrastive Learning
Minoh Jeong, Seonho Kim, Alfred O. Hero
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Using maximal information auxiliary variables to improve synthetic data generation based on TabPFN foundation models: preliminary results
Elias Chaibub Neto
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Adaptive Frontier Exploration on Graphs with Applications to Network-Based Disease Testing
Davin Choo, Yuqi Pan, Tonghan Wang, Milind Tambe, Alastair van Heerden, Cheryl Johnson
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Contrastive MIM: A Contrastive Mutual Information Framework for Unified Generative and Discriminative Representation Learning
Micha Livne
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
PolUQBench: A Benchmark Study on Uncertainty Quantification of Polymer Property Prediction
Alif Bin Abdul Qayyum, Byung-Jun Yoon
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Any-Order Flexible Length Masked Diffusion
Jaeyeon Kim, Lee Cheuk Kit, Carles Domingo-Enrich, Yilun Du, Sham M. Kakade, Timothy Ngotiaoco, Sitan Chen, Michael Samuel Albergo
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Efficient Flow Matching using Latent Variables
Anirban Samaddar, Yixuan Sun, Viktor Nilsson, Sandeep Madireddy
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
SpecAttn - Speculating Sparse Attention
Harsh Shah
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
ImmUQBench: A Benchmark on Uncertainty Quantification of Protein Immunogenicity Prediction
Alif Bin Abdul Qayyum, Amir Hossein Rahmati, Xiaoning Qian, Byung-Jun Yoon
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone
Neural Universal Scene Descriptors
Alejandro Escontrela, Shrinu Kushagra, Sjoerd van Steenkiste, Yulia Rubanova, Aleksander Holynski, Kelsey R Allen, Kevin Patrick Murphy, Thomas Kipf
- Published: 23 Sept 2025, Last Modified: 23 Dec 2025
- SPIGM @ NeurIPS
- Readers: Everyone

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