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Artificial Intelligence and Machine Learning

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Artificial Intelligence and Machine Learning

2025

GenMol: A Drug Discovery Generalist with Discrete Diffusion

Seul Lee, Karsten Kreis, Srimukh Prasad Veccham, Meng Liu, Danny Reidenbach, Yuxing Peng, Saee Paliwal, Weili Nie, Arash Vahdat

ICML

Efficient Molecular Conformer Generation with SO(3)-Averaged Flow Matching and Reflow

Zhonglin Cao, Mario Geiger, Allan Dos Santos Costa, Danny Reidenbach, Karsten Kreis, Tomas Geffner, Franco Pellegrini, Guoqing Zhou, Emine Kucukbenli

ICML

Helix Parallelism: Rethinking Sharding Strategies for Interactive Multi-Million-Token LLM Decoding

Nidhi Bhatia, Ankit More, Ritika Borkar, Tiyasa Mitra, Ramon Matas, Ritchie Zhao, Maximilian Golub, Dheevatsa Mudigere, Brian Pharris, Bita Darvish Rouhani

Score-based Diffusion Models in Function Space

Jae Hyun Lim, Nikola Kovachki, Ricardo Baptista, Christopher Beckham, Kamyar Azizzadenesheli, Jean Kossaifi, Vikram Voleti, Jiaming Song, Karsten Kreis, Jan Kautz, Christopher Pal, Arash Vahdat, Anima Anandkumar

Spec2RTL-Agent: Automated Hardware Code Generation from Complex Specifications Using LLM Agent Systems

Zhongzhi Yu, Mingjie Liu, Michael Zimmer, Yingyan (Celine) Lin, Yong Liu, Mark Haoxing Ren

AssertionForge: Enhancing Formal Verification Assertion Generation with Structured Representation of Specifications and RTL

Yunsheng Bai, Ghaith Bany Hamad, Syed Suhaib, Mark Haoxing Ren

Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds

Eitan Shaar, Ariel Shaulov, Gal Chechik, Lior Wolf

CVPR

RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression

Uri Gadot, Assaf Shocher, Shie Mannor, Gal Chechik, Assaf Hallak

CVPR

Make It Count: Text-to-Image Generation with an Accurate Number of Objects

Lital Binyamin, Yoad Tewel, Eran Hirsch, Royi Rassin, Gal Chechik

CVPR

TriTex: Learning Texture from a Single Mesh via Triplane Semantic Features

Dana Cohen-Bar, Daniel Cohen-Or, Gal Chechik, Yoni Kasten

CVPR

BLADE: Single-view Body Mesh Estimation through Accurate Depth Estimation

Shengze Wang, Jiefeng Li, Tianye Li, Ye Yuan, Henry Fuchs, Koki Nagano, Shalini De Mello, Michael Stengel

CVPR

Coherent 3D Portrait Video Reconstruction via Triplane Fusion

Shengze Wang, Xueting Li, Chao Liu, Matthew Chan, Michael Stengel, Henry Fuchs, Shalini De Mello, Koki Nagano

CVPR

SimAvatar: Simulation-Ready Clothed Gaussian Avatars from Text

Xueting Li, Ye Yuan, Shalini De Mello, Gilles Daviet, Jonathan Leaf, Miles Macklin, Jan Kautz, Umar Iqbal

CVPR

GRS: Generating robotic simulation tasks from real-world images

Alex Zook, Josef Spjut, Jonathan Tremblay

CVPR

MambaVision: A Hybrid Mamba-Transformer Vision Backbone

Ali Hatamizadeh, Jan Kautz

CVPR

Marco: Configurable Graph-Based Task Solving and Multi-AI Agents Framework for Hardware Design

Chia-Tung (Mark) Ho, Jing Gong, Yunsheng Bai, Chenhui Deng, Mark Haoxing Ren, Brucek Khailany

Beyond the Buzz: A Pragmatic Take on Inference Disaggregation

Tiyasa Mitra, Ritika Borkar, Nidhi Bhatia, Ramon Matas, Shivam Raj, Dheevatsa Mudigere, Ritchie Zhao, Maximilian Golub, Arpan Dutta, Sailaja Madduri, Dharmesh Jani, Brian Pharris, Bita Darvish Rouhani

SLIM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression

Mohammad Mozaffari , Amir Yazdanbakhsh, Maryam Mehri Dehnavi

ICML

Design of a Standard-Compliant Real-Time Neural Receiver for 5G NR

Reinhard Wiesmayr, Sebastian Cammerer, Fayçal Aït Aoudia , Jakob Hoydis, Jakub Zakrzewski, Alex Keller

AI 3D Selfie: Real-Time Single-Image 3D Face Reconstruction for Light-Field Displays

Jonghyun Kim, Michael Stengel, Matthew Chan, Koki Nagano, Shalini De Mello, David Luebke

Score Distillation Sampling for Audio: Source Separation, Synthesis, and Beyond

Jessie Richter-Powell, Antonio Torralba, Jonathan Lorraine

ICML

Gated Delta Networks: Improving Mamba2 with Delta Rule

Songlin Yang, Jan Kautz, Ali Hatamizadeh

ICLR

LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Yukang Chen, Fuzhao Xue, Dacheng Li, Qinghao Hu, Ligeng Zhu, Xiuyu Li, Yunhao Fang, Haotian Tang, Shang Yang, Zhijian Liu, Ethan He, Hongxu Yin, Pavlo Molchanov, Jan Kautz, Linxi Fan, Yuke Zhu, Yao Lu (Jason), Song Han

ICLR

Hymba: A Hybrid-head Architecture for Small Language Models

Xin Dong, Yonggan Fu*, Shizhe Diao, Wonmin Byeon, Zijia Chen, Ameya Sunil Mahabaleshwarkar, Shih-Yang Liu, Matthijs Van keirsbilck, Min-Hung Chen, Yoshi Nishi, Yingyan Celine Lin, Jan Kautz, Pavlo Molchanov

ICLR

ICLR spotlight paper

Latent Action Pretraining from Videos

Seonghyeon Ye, Joel Jang, Byeongguk Jeon, Sejune Joo, Jianwei Yang, Baolin Peng, Ajay Mandlekar, Reuben Tan, Yu-Wei Chao, Yuchen Lin, Lars Liden, Kimin Lee, Jianfeng Gao, Luke Zettlemoyer, Dieter Fox, Minjoon Seo

ICLR

Audio Large Language Models Can Be Descriptive Speech Quality Evaluators

Chen Chen, Yuchen Hu, Siyin Wang, Helin Wang, Zhehuai Chen, Chao Zhang, Huck Yang, EngSiong Chng

ICLR

Minitron-SSM: Efficient Hybrid Language Model Compression through Group-Aware SSM Pruning

Ali Taghibakhshi, Sharath Turuvekere Sreenivas, Saurav Muralidharan, Marcin Chochowski, Yashaswi Karnati, Raviraj Joshi, Ameya Sunil Mahabaleshwarkar, Zijia Chen, Yoshi Suhara, Oluwatobi Olabiyi, Daniel Korzekwa, Mostofa Patwary, Mohammad Shoeybi, Jan Kautz, Bryan Catanzaro, Ashwath Aithal, Nima Tajbakhsh, Pavlo Molchanov