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4 papers across 3 sessions

Poster Session 1

2 papers
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Hogwild! Inference: Parallel LLM Generation via Concurrent Attention
#1906 Spotlight · Gleb Rodionov, Roman Garipov, Alina Shutova, George Yakushev, Erik Schultheis, Vage Egiazarian, Anton Sinitsin, Denis Kuznedelev, Dan Alistarh

We propose a parallel generation method for LLMs, where multiple instances synchronize through a shared, dynamically-updated attention cache
Results of the Big ANN: NeurIPS’23 competition
#4010 · Harsha Vardhan simhadri, Martin Aumüller, Matthijs Douze, Dmitry Baranchuk, Amir Ingber, Edo Liberty, George Williams, Ben Landrum, Magdalen Manohar, Mazin Karjikar, Laxman Dhulipala, Meng Chen, Yue Chen, Rui Ma, Kai Zhang, Yuzheng Cai, Jiayang Shi, Weiguo Zheng, Yizhuo Chen, Jie Yin, Ben Huang

A report of the Big ANN competition in NeurIPS'23

Poster Session 4

1 paper
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
AutoJudge: Judge Decoding Without Manual Annotation
#2010 · Roman Garipov, Fedor Velikonivtsev, Ivan Ermakov, Ruslan Svirschevski, Vage Egiazarian, Max Ryabinin

Automatically detecting task-specific important tokens to accelerate speculative decoding

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Alchemist: Turning Public Text-to-Image Data into Generative Gold
#4203 · Valerii Startsev, Alexander Ustyuzhanin, Alexey Kirillov, Dmitry Baranchuk, Sergey Kastryulin

Alchemist: a compact (3.3k) SFT dataset via diffusion-model filtering. Boosts T2I aesthetics/complexity in 5 SD models (weights released) while keeping diversity.