Blog
267개 중 1-12번째 포스트
![[논문 리뷰] AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation](/assets/images/blog/20260602-paper-2605-28655-autoscientists-self-organizing.jpg)
[논문 리뷰] AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
Scientific research proceeds through iterative cycles of hypothesis generation, experiment design, execution, and revision. AI agents can automate parts of this process, but existing approaches typica...
![[논문 리뷰] AI for Auto-Research: Roadmap & User Guide](/assets/images/blog/20260602-paper-2605-18661-ai-for-auto-research-roadmap-a.jpg)
[논문 리뷰] AI for Auto-Research: Roadmap & User Guide
AI-assisted research is crossing a threshold: fully automated systems can now generate research papers for as little as $15, while long-horizon agents can execute experiments, draft manuscripts, and s...
![[논문 리뷰] Neural Weight Norm = Kolmogorov Complexity](/assets/images/blog/20260602-paper-2605-10878-neural-weight-norm-kolmogorov-.jpg)
[논문 리뷰] Neural Weight Norm = Kolmogorov Complexity
Why does weight decay work? We prove that, in any fixed-precision regime, the smallest weight norm of a looped neural network outputting a binary string equals the Kolmogorov complexity of that string...
![[논문 리뷰] Language Models Need Sleep](/assets/images/blog/20260526-paper-2605-26099-language-models-need-sleep.jpg)
[논문 리뷰] Language Models Need Sleep
Transformer-based large language models are increasingly used for long-horizon tasks; however, their attention mechanism scales poorly with context length. To handle this, we study a sleep-like consol...
![[논문 리뷰] SkillOpt: Executive Strategy for Self-Evolving Agent Skills](/assets/images/blog/20260526-paper-2605-23904-skillopt-executive-strategy-fo.jpg)
[논문 리뷰] SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Agent skills today are hand-crafted, generated one-shot, or evolved through loosely controlled self-revision, none of which behaves like a deep-learning optimizer for the skill, and none of which reli...
![[논문 리뷰] Tokenisation via Convex Relaxations](/assets/images/blog/20260524-paper-2605-22821-tokenisation-via-convex-relaxa.jpg)
[논문 리뷰] Tokenisation via Convex Relaxations
Tokenisation is an integral part of the current NLP pipeline. Current tokenisation algorithms such as BPE and Unigram are greedy algorithms -- they make locally optimal decisions without considering t...
![[논문 리뷰] Advancing Mathematics Research with AI-Driven Formal Proof Search](/assets/images/blog/20260524-paper-2605-22763-advancing-mathematics-research.jpg)
[논문 리뷰] Advancing Mathematics Research with AI-Driven Formal Proof Search
Large language models (LLMs) increasingly excel at mathematical reasoning, but their unreliability limits their utility in mathematics research. A mitigation is using LLMs to generate formal proofs in...
![[논문 리뷰] Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning](/assets/images/blog/20260524-paper-2605-21488-equilibrium-reasoners-learning.jpg)
[논문 리뷰] Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning
Scaling test-time compute by iteratively updating a latent state has emerged as a powerful paradigm for reasoning. Yet the internal mechanisms that enable these iterative models to generalize beyond m...
![[논문 리뷰] Hallucinations Undermine Trust; Metacognition is a Way Forward](/assets/images/blog/20260524-paper-2605-01428-hallucinations-undermine-trust.jpg)
[논문 리뷰] Hallucinations Undermine Trust; Metacognition is a Way Forward
Despite significant strides in factual reliability, errors -- often termed hallucinations -- remain a major concern for generative AI, especially as LLMs are increasingly expected to be helpful in mor...
![[논문 리뷰] The Alien Space of Science: Sampling Coherent but Cognitively Unavailable Research Directions](/assets/images/blog/20260524-paper-2603-01092-the-alien-space-of-science-sam.jpg)
[논문 리뷰] The Alien Space of Science: Sampling Coherent but Cognitively Unavailable Research Directions
Scientific discovery is constrained not only by what is true, but by what is cognitively available to the researchers currently exploring a field. Many directions are coherent in light of the literatu...
![[논문 리뷰] Generative Recursive Reasoning](/assets/images/blog/20260522-paper-2605-19376-generative-recursive-reasoning.jpg)
[논문 리뷰] Generative Recursive Reasoning
How should future neural reasoning systems implement extended computation? Recursive Reasoning Models (RRMs) offer a promising alternative to autoregressive sequence extension by performing iterative ...
![[논문 리뷰] Language Game: Talking to Non-Human Systems](/assets/images/blog/20260522-paper-2605-16321-language-game-talking-to-non-h.jpg)
[논문 리뷰] Language Game: Talking to Non-Human Systems
Language carries thought and coordination among humans but rarely reaches further along the spectrum of diverse intelligence. Yet non-neural systems -- from gene regulatory networks and microbial cons...