LLM as My Pair Researcher: Prover–Validator Collaboration and the Road to Logit-Gap Steering 嗯，用户希望我用中文帮他总结一篇文章的内容，控制在100字以内，而且不需要以“文章内容总结”或“这篇文章”这样的开头，直接写描述即可。首先，我需要仔细阅读并理解这篇文章。 文章主要讲述了作者如何与AI合作，将直觉转化为具体的研究方向——logit gap steering。他们通过分析解码过程中的token分布，发现拒绝行为并非完全不存在顺从的可能，而是概率上的优势。接着，他们提出了prover-validator模式，其中AI生成候选假设，人类验证并优化这些假设。这种方法帮助他们探索了如何通过小的扰动来改变模型的行为。 接下来，我需要将这些关键点浓缩到100字以内。要确保涵盖主要研究方向、方法和发现。同时，语言要简洁明了，避免使用复杂的术语。 最后，检查字数是否符合要求，并确保内容准确传达文章的核心信息。 </think> 文章探讨了如何通过AI与人类合作开发新的研究方向——logit gap steering。作者与AI协作，将直觉转化为具体研究，并提出prover-validator模式：AI生成候选假设，人类验证并优化。这种方法帮助探索如何通过小的扰动改变模型行为。... 2026-1-21 00:0:0 | 阅读: 0 | 收藏 | Toooold - toooold.com prover validator refusal gap tony

The Physics of mHC: Why Deep Learning Needs Energy Conservation 文章探讨了mHC方法如何从物理角度出发，通过构建被动系统稳定深度神经网络。作者指出传统神经网络作为“主动放大器”会导致信号能量爆炸，并提出通过双重随机矩阵和Sinkhorn-Knopp算法实现能量守恒与梯度稳定。这种方法确保了信号质量和能量不会被任意放大或缩小。... 2026-1-5 00:0:0 | 阅读: 0 | 收藏 | Toooold - toooold.com ij mass sums quad

The Mathematics of Baby Shower Games: Solomonoff Inference in Action Last weekend, I found myself applying data science in an unexpected setting: a... 2024-12-13 00:0:0 | 阅读: 1 | 收藏 | Toooold - toooold.com guesses gap optimal inches territory

The missing knowledge snippets of AI It is a live blog post of some knowledge snippets of AI to bridge the gap amon... 2024-12-9 08:0:0 | 阅读: 1 | 收藏 | Toooold - toooold.com llm memory reasoning lnkd lora

Building a Lightweight Financial Agent: A Flexible Approach to Tool Use and Orchestration In the rapidly evolving field of AI agents, there’s a growing trend towards co... 2024-9-15 08:0:0 | 阅读: 3 | 收藏 | Toooold - toooold.com income financials analysis horizon company2

Agentic Systems: Snake Oil or the Future of AI? The short answer: it’s more nuanced—agentic systems have potential, but only i... 2024-8-21 08:0:0 | 阅读: 2 | 收藏 | Toooold - toooold.com agentic llms limitations llm reasoning

Those Magnificent underdogs competing ChatGPT Disclaimer: the open source community and the AI community evolve so fast. Thi... 2023-4-8 08:0:0 | 阅读: 7 | 收藏 | Toooold - toooold.com alpaca llama tuning gpt llm

Understand Twitter’s Recommendation system with a diagram using GPT-4 Disclaimer: the following blog post is mostly generated by GPT-4. The image is... 2023-3-31 08:0:0 | 阅读: 12 | 收藏 | Toooold - toooold.com tweets stroke classdef network

Collaborating with an AI Assistant to Discover a JPEG2000 Decoder Vulnerability How I teamed up with ChatGPT, an AI language model, to identify and analyze a... 2023-3-20 08:0:0 | 阅读: 9 | 收藏 | Toooold - toooold.com chatgpt cblk jpeg2000 log2 tile

Make a CatGPT out of ChatGPT Since ChatGPT is good at hallucination, why not make a CatGPT out of it? Let’s... 2023-2-2 08:0:0 | 阅读: 8 | 收藏 | Toooold - toooold.com laser feline manifold accuracy chatgpt

Guess the size of an atomic bomb and an iOS supply chain attack Disclaimer: Nothing in this blog is related to the author’s current day-to-day... 2022-8-24 08:0:0 | 阅读: 5 | 收藏 | Toooold - toooold.com xcodeghost fermi bias sampling estimate

Zero hacking problem: do we really protect the customers? Disclaimer: Nothing in this blog is related to the author’s day-to-day work. T... 2022-8-17 08:0:0 | 阅读: 3 | 收藏 | Toooold - toooold.com jason probability security coin fair

Linkedin spam: a case study of robust feature engineering Disclaimer: Nothing in this blog is related to the author’s day-to-day work. T... 2022-8-3 08:0:0 | 阅读: 6 | 收藏 | Toooold - toooold.com attackers adversarial drift

Measure the unmeasurable: botnet and German tanks Disclaimer: Nothing in this blog is related to the author’s day-to-day work. T... 2022-7-25 08:0:0 | 阅读: 5 | 收藏 | Toooold - toooold.com jason frac tanks network sampling

Nine cars, twenty-five horses and beyond TL, DR“25 horses problem” and “9 cars problem” can have a general solution a... 2022-6-11 08:0:0 | 阅读: 5 | 收藏 | Toooold - toooold.com horses cars races tensor dimension

Cybersecurity problem solving with explainable machine learning Disclaimer: Nothing in this blog is related to the author’s day-to-day work. T... 2022-2-15 08:0:0 | 阅读: 6 | 收藏 | Toooold - toooold.com shap explainable machine median explanatory

求解网络安全问题的可解释机器学习 本文的所有内容与作者的日常工作无关，其观点也仅代表作者个人意见，与作者的雇主无关。小朋友，你是否有很多问号，为什么过年回来发现模型预测性能下降？为什么总... 2022-2-13 08:0:0 | 阅读: 5 | 收藏 | Toooold - toooold.com 模型 shap 数据 判别 网络

Test $\LaTeX$ rendering Sample equation blocks\[\frac{1}{\sqrt{||A||}}\sum_{a'\in A}\frac{1}{\sqrt{q}}\sum_{c=0}^{q-1... 2022-1-17 08:0:0 | 阅读: 3 | 收藏 | Toooold - toooold.com frac sqrt rangle ia equation

Useful useless models: an approach to model complex cybersecurity problem solving Disclaimer: Nothing in this blog is related to the author’s day-to-day work. T... 2022-1-9 08:0:0 | 阅读: 3 | 收藏 | Toooold - toooold.com solving useless correlation induction

有用的无用模型：网络安全中复杂问题的建模方法 本文的所有内容与作者的日常工作无关，其观点也仅代表作者个人意见，与作者的雇主无关。为解决网络安全问题构建数据模型的时候，我们很难找到只用一个端到端的模型... 2022-1-4 08:0:0 | 阅读: 4 | 收藏 | Toooold - toooold.com 模型 网络 数据 安全 无用