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On prompt-driven safeguarding for large language models

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

fields

cs.CL 1 cs.CR 1

years

2026 1 2025 1

verdicts

UNVERDICTED 2

representative citing papers

Formal Policy Enforcement for Real-World Agentic Systems

cs.CR · 2026-02-18 · unverdicted · novelty 7.0

FORGE enforces security policies in agentic systems via Datalog over abstract predicates with an observability service and reference monitor that guarantees policy semantics when the environment contract holds.

Scaling Latent Reasoning via Looped Language Models

cs.CL · 2025-10-29 · unverdicted · novelty 7.0

Looped language models with latent iterative computation and entropy-regularized depth allocation achieve performance matching up to 12B standard LLMs through superior knowledge manipulation.

citing papers explorer

Showing 2 of 2 citing papers.

  • Formal Policy Enforcement for Real-World Agentic Systems cs.CR · 2026-02-18 · unverdicted · none · ref 69

    FORGE enforces security policies in agentic systems via Datalog over abstract predicates with an observability service and reference monitor that guarantees policy semantics when the environment contract holds.

  • Scaling Latent Reasoning via Looped Language Models cs.CL · 2025-10-29 · unverdicted · none · ref 72

    Looped language models with latent iterative computation and entropy-regularized depth allocation achieve performance matching up to 12B standard LLMs through superior knowledge manipulation.