Support Tokens, Stability Margins, and a New Foundation for Robust LLMs. - Deepak Agarwal; Dhyey Dharmendrakumar Mavani; Suyash Gupta 004; Karthik Sethuraman; Tejas Dharamsi (CoRR, 2026)

Sampling for Quality: Training-Free Reward-Guided LLM Decoding via Sequential Monte Carlo. - Jelena Markovic-Voronov; Wenhui Zhu; Bo Long; Zhipeng Wang; Suyash Gupta 004; Kayhan Behdin; Bee-Chung Chen; Deepak Agarwal (CoRR, 2026)