Model architecture for single agent deterministic game which can trained without prior human knowledge about the rules and strategies.. Main Contributions: Monte Carlo Tree Search (MCTS) Solve the exploitation vs exploration dilemma. The use of Representation, Prediction and Dynamic function Prediction functon $f$, predicts policy and value, $p_t$ and $v_t$ Dynamic function $g$, given the current state and action taken, $s_t$ and $a_{t+1}$ predicts the next state and immediate reward, $s_{t+1}$ and $r_{t+1}$ Representation function $h$, convert current state to latent space, $s_t$ Cons: Only can learn in an environment with relatively small action space Combination of policy evaluation and policy improvement (both can be called policy iteration) https://arxiv.org/pdf/2104.06303.pdf Brilliant summary of muzero in this paper

MC-based Competitions MC stands for Multiple Choice. This is a pretty straight forward format because it is just like examinations in school but with slightly advance topics. KMC (Kangaroo Math Competition) IMONST 1 (International Mathematical Olympiad National Selection Test) organized by Committee under Ministry of Education of Malaysia, that is why this test is different to many other competitions organized by other for-profit organizations. aims to select students to represent Malaysia to compete in competitions,, e.g TOT, APMO, and IMO. SASMO (Singapore and Asian Schools Math Olympiad) SMO Education Group organised many competitions and SASMO is one of the most valueable competitions in my opinion as it leads to SIMOC, AIMO, and IJMO. AIMO (Asia International Mathematical Olympiad) One of the common International MO competitions, consists of two rounds, trial and final. Medalists of SASMO will be invited to join AIMO final. 陈景润杯中学数学竞赛 Chen Jing Run’s Cup Secondary School Mathematical Competition organized by Xiamen University Malaysia for secondary school students only and must register through school ASMO (Asian Science and Maths Olympiad) I don’t recommend this competition because of the poor management and rude attitude. Some Comments about ASMO Their past year question sets are pretty terrible too, contain a lot of mistakes and not well-explained at all. Definitely not worth the penny. Proof-based Compeitions This type of competitions is typically harder since and it requires proof writing and takes longer period of time, normally 3 to 4.5 hours. ...

Some of my thoughts when watching MyGeekathon Final 2021. 1. NEVER say no enough time For the sake of your marks, do not say you dont have enough time. All the contestants have the same amount of time and it is sufficient to build a good enough prototype / product. This line just exposed the poor time management of your team to the judges. 2. Understand clearly the judging criteria for the competition Knowing the judging criteria can come in handy when you are deciding what information should be included in the presentation. The presentation time is often short, you want to catch judges’ attention and give them the information they want. If there is a part of the marks allocated for the code, make sure you show some of it (maybe the core parts) in your presentation. ...