Tag: verifier
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Hacker News: Show HN: Formal Verification for Machine Learning Models Using Lean 4
Source URL: https://github.com/fraware/leanverifier Source: Hacker News Title: Show HN: Formal Verification for Machine Learning Models Using Lean 4 Feedly Summary: Comments AI Summary and Description: Yes Summary: The project focuses on the formal verification of machine learning models using the Lean 4 framework, targeting aspects like robustness, fairness, and interpretability. This framework is particularly relevant…
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Hacker News: Zero-knowledge proofs, encoding Sudoku and Mario speedruns without semantic leak
Source URL: https://vasekrozhon.wordpress.com/2025/03/17/zero-knowledge-proofs/ Source: Hacker News Title: Zero-knowledge proofs, encoding Sudoku and Mario speedruns without semantic leak Feedly Summary: Comments AI Summary and Description: Yes Summary: The text focuses on zero-knowledge proofs, illustrating their foundational concepts and applications, particularly in cryptography and distributed systems. The discussion highlights how zero-knowledge proofs can be a solution to…
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The Register: DeepSeek-R1-beating perf in a 32B package? El Reg digs its claws into Alibaba’s QwQ
Source URL: https://www.theregister.com/2025/03/16/qwq_hands_on_review/ Source: The Register Title: DeepSeek-R1-beating perf in a 32B package? El Reg digs its claws into Alibaba’s QwQ Feedly Summary: How to tame its hypersensitive hyperparameters and get it running on your PC Hands on How much can reinforcement learning – and a bit of extra verification – improve large language models,…
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Hacker News: QwQ-32B: Embracing the Power of Reinforcement Learning
Source URL: https://qwenlm.github.io/blog/qwq-32b/ Source: Hacker News Title: QwQ-32B: Embracing the Power of Reinforcement Learning Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the advancements in Reinforcement Learning (RL) as applied to large language models, particularly highlighting the launch of the QwQ-32B model. It emphasizes the model’s performance enhancements through RL and…
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Hacker News: R1 Computer Use
Source URL: https://github.com/agentsea/r1-computer-use Source: Hacker News Title: R1 Computer Use Feedly Summary: Comments AI Summary and Description: Yes Summary: The text describes a project named “R1-Computer-Use,” which leverages reinforcement learning techniques for improved computer interaction. This novel approach replaces traditional verification methods with a neural reward model, enhancing the reasoning capabilities of agents in diverse…