Toward Scalable Verifiable Reward: Proxy State-Based Evaluation for Multi-turn Tool-Calling LLM Agents. - Yun-Shiuan Chuang; Chaitanya Kulkarni; Alec Chiu; Avinash Thangali; Zijie Pan; Shivani Shekhar; Yirou Ge; Yixi Li; Uma Kona; Linsey Pang; Prakhar Mehrotra (CoRR, 2026)

Ada-RS: Adaptive Rejection Sampling for Selective Thinking. - Yirou Ge; Yixi Li; Alec Chiu; Shivani Shekhar; Zijie Pan; Avinash Thangali; Yun-Shiuan Chuang; Chaitanya Kulkarni; Uma Kona; Linsey Pang; Prakhar Mehrotra (CoRR, 2026)