Publication LEGOMem: Modular Procedural Memory for Multi-agent LLM Systems for Workflow Automation Dongge Han, Camille Couturier, Daniel Madrigal, Xuchao Zhang, Victor Ruehle, Saravan Rajmohan AAMAS 2026 | January 2026 Project
Publication Sort Before You Prune: Improved Worst-Case Guarantees of the DiskANN Family of Graphs Siddharth Gollapudi, Ravishankar Krishnaswamy, Kirankumar Shiragur, Harsh Wardhan 2025 International Conference on Machine Learning | December 2025
Publication Dichotomous Diffusion Policy Optimization Ruiming Liang, Yinan Zheng, Kexin Zheng, Tianyi Tan, Jianxiong Li, Liyuan Mao, Zhihao Wang, Guang Chen, Hangjun Ye, Jingjing Liu, Jinqiao Wang, Xianyuan Zhan ICLR 2026 | December 2025
Publication CyberThreat-Eval: Can Large Language Models Automate Real-World Threat Research? Xiangsen Chen, Xuan Feng (xuafeng), Shuo Chen, Sudipto Rakshit, Diana Duvieilh, Ashley Picone, Nan Tang Transactions on Machine Learning Research | December 2025
Publication See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning Shuoshuo Zhang, Yizhen Zhang, Jingjing Fu, Lei Song, Jiang Bian, Jiang Bian, Yujiu Yang, Rui Wang December 2025
Publication Hybrid Combinatorial Multi-armed Bandits with Probabilistically Triggered Arms Kongchang Zhou, Tingyu Zhang, Wei Chen, Fang Kong December 2025
Publication Generalization of RLVR Using Causal Reasoning as a Testbed Brian Lu, Hongyu Zhao, Shuo Sun, Hao Peng, Rui Ding, Hongyuan Mei ICLR 2026 | December 2025
Publication LoLA: Long Horizon Latent Action Learning for General Robot Manipulation Xiaofan Wang, Xingyu Gao, Jianlong Fu, Zuolei Li, Dean Fortier, Galen Mullins, Andrey Kolobov, Baining Guo December 2025
Publication KerJEPA: Kernel Discrepancies for Euclidean Self-Supervised Learning Eric Zimmermann, Eric Zimmermann, Harley Wiltzer, Justin Szeto, David Alvarez-Melis, Lester Mackey December 2025
Publication PEAK: A Performance Engineering AI-Assistant for GPU Kernels Powered by Natural Language Transformations M. Tariq, Abhinav Jangda, Angelica Moreira, Madan Musuvathi, Tyler Sorensen December 2025