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Home/Authors/Siddharth Sai

Siddharth Sai

2 indexed papers

Recent (6 mo)
2
With code
0
Influential cites
0
Benchmarked
0

Publications per year

2
26

Top categories

AI×2NLP×2Crypto×2ML×2

Frequent co-authors

Xiaofei Wen2×
Muhao Chen2×

Research Timeline

2026
Robust and Efficient Guardrails with Latent Reasoning

The paper introduces COLAGUARD, a novel guardrail model that efficiently transfers multi-step safety reasoning into a continuous latent space, achieving high safety performance with massive improvements in speed and token efficiency compared to existing methods.

Robust and Efficient Guardrails with Latent Reasoning

The paper introduces COLAGUARD, a novel guardrail model that efficiently transfers multi-step safety reasoning into a continuous latent space, achieving state-of-the-art safety performance with massive improvements in inference speed and efficiency.

Highlighted terms show continued research focus across papers

Papers

cs.AIcs.CLcs.CRRecentMay 27, 2026

Robust and Efficient Guardrails with Latent Reasoning

Siddharth Sai, Xiaofei Wen, Muhao Chen

The paper introduces COLAGUARD, a novel guardrail model that efficiently transfers multi-step safety reasoning into a continuous latent space, achieving high safety performance with massive improvemen…

View →
cs.AIcs.CLcs.CRRecentMay 27, 2026

Robust and Efficient Guardrails with Latent Reasoning

Siddharth Sai, Xiaofei Wen, Muhao Chen

The paper introduces COLAGUARD, a novel guardrail model that efficiently transfers multi-step safety reasoning into a continuous latent space, achieving state-of-the-art safety performance with massiv…

View →