New research shows a tree‑search framework can recover 98.7% of documents that traditional vector search misses, thanks to multi‑hop reasoning and richer document embeddings. A game‑changer for enterprise and finance‑focused AI retrieval. Read more to see the benchmarks. #TreeSearch #VectorSearch #MultiHopReasoning #EnterpriseSearch

🔗 https://aidailypost.com/news/tree-search-framework-achieves-987-success-docs-where-vector-search

Rohan Paul (@rohanpaul_ai)

AT2PO(Agentic Turn based Policy Optimization via Tree Search)는 도구를 사용하는 LLM 에이전트를 더 빠르고 안정적으로 학습시키기 위한 방법입니다. 에이전트가 불확실할 때 가능한 다음 행동의 트리를 확장하고, 그 중 최적 경로로부터 학습하여 정책을 개선하는 접근을 제안하며 기존의 전체 대화 단위 학습과 차별화됩니다.

https://x.com/rohanpaul_ai/status/2010949681208016963

#rl #treesearch #agents #llm

Does anybody know how to implement Knuth's Algorithm X on a GPU? Or any other exact cover algorithm? Or any other backtracking algorithm? Thanks.

I have a few ideas, but I should find out if it's a solved problem first.

https://en.wikipedia.org/wiki/Knuth%27s_Algorithm_X

#Algorithms #TreeSearch #ExactCover #ComputerScience

@AngryAnt Yes that is the solution to solve the tip of the iceberg: #TreeSearch requires really a lot of computations, soon you realize that you entire code needs to be top notch that is to say: goodbye to Object oriented philosophy.

@PhantomBadger yes MCTS. There is a paper somewhere on the net about a "portfolio #treesearch" used in a game called #prismata. I'd say it is The reference. Don't be afraid to hit me with questions.

@PhantomBadger Right now I am super hyped about the possibilities of #TreeSearch in #games. I am using it for the first time on a #TacticalRPG right now, it solves the problem: How do I make my #gameai think with the future in mind.