Ax Anurag Kumar, Raghuveer Peri, Jon Burnsky, Alexandru Nelus, Rohit Paturi, Srikanth Vishnubhotla, Yanjun Qi 4/2/2026

Robust Multimodal Safety via Conditional Decoding

Conditional decoding strategy (CASA) for improving safety alignment in multimodal LLMs against cross-modal attacks.

Ax Weyl Lu, Chenjie Hao, Yubei Chen 4/2/2026

Deep Networks Favor Simple Data

Study showing deep networks assign higher density to simpler out-of-distribution data than in-distribution test data.

Ax Yaqi Chen, Shixun Huang, Ryan Twemlow, Lei Wang, John Le, Sheng Wang, Willy Susilo, Jun Yan, Jun Shen 4/2/2026

A Cross-graph Tuning-free GNN Prompting Framework

Tuning-free GNN prompting framework for cross-graph adaptation without task-specific parameter updates.

Ax Ritish Shrirao, Aditya Priyadarshi, Raghuram Bharadwaj Diddigi 4/2/2026

Full-Gradient Successor Feature Representations

arXiv: Full-gradient successor feature representations improve convergence guarantees for transfer learning in RL with non-linear function approximation.

Ax Yu Xia, Canwen Xu, Zhewei Yao, Julian McAuley, Yuxiong He 4/2/2026

Learning to Hint for Reinforcement Learning

arXiv: Group Relative Policy Optimization for RL addresses advantage collapse in reinforcement learning with verifiable rewards using hints.