Hacker News
- Multi-policy-based annealer to solving real combinatorial optimization problems https://phys.org/news/2023-02-multi-policy-based-annealer-real-world-combinatorial-optimization.html 2 comments
- Proximal Policy Optimization for Playing Super Mario Bros https://github.com/uvipen/Super-mario-bros-PPO-pytorch 4 comments
- POLICY-COND: A library for optimize-based execution and a contract-like notion of "expectations" https://bitbucket.org/tarballs_are_good/policy-cond 9 comments lisp
- A C++11 stochastic optimization library as my first policy-based design (and that crashes clang on various platforms!) https://github.com/beniz/libcmaes 21 comments cpp
- Proximal Policy Optimization for Multi-Agent RL (PettingZoo) https://pettingzoo.farama.org/tutorials/cleanrl/implementing_PPO/ 4 comments reinforcementlearning
- Optimal pathway for Economic Growth is aggressive climate policies that Immediately Cut Emissions by 90% and Limit Global Warming to 1.5°C by 2100. https://reneweconomy.com.au/drastic-climate-action-is-the-best-course-for-economic-growth-new-study-finds/ 73 comments futurology
- "Distillation Policy Optimization", Ma et al 2023 https://arxiv.org/abs/2302.00533 2 comments reinforcementlearning
- [P] Robust Policy Optimization is now in CleanRL 🔥! https://docs.cleanrl.dev/ 2 comments machinelearning
- Uniswap Updates Privacy Policy: Will Track User Data for Optimization https://247wallst.com/investing/2022/11/22/uniswap-updates-privacy-policy-will-track-user-data-for-optimization/ 14 comments cryptocurrency
- The AI Economist, a reinforcement learning (RL) system, learns dynamic tax policies that optimize equality along with productivity in simulated economies, outperforming alternative tax systems. https://blog.salesforceairesearch.com/ai-economist-science-advances/ 18 comments economics
- ICLR 2022 Blog Post: The 37 Implementation Details of Proximal Policy Optimization https://twitter.com/vwxyzjn/status/1518589115163369472 7 comments reinforcementlearning
- Implementing Model-Based Policy Optimization (MBPO) https://arxiv.org/abs/1906.08253 3 comments reinforcementlearning
- [R] Optimal Policies Tend to Seek Power https://arxiv.org/abs/1912.01683 20 comments machinelearning
- [R] Optimal Policies Tend To Seek Power (NeurIPS spotlight) https://arxiv.org/abs/1912.01683 5 comments machinelearning
- Implementing 9 Atari-specific Details of Proximal Policy Optimization https://twitter.com/vwxyzjn/status/1448303235899527175 3 comments reinforcementlearning
- [R] Batch size-invariance for policy optimization https://arxiv.org/abs/2110.00641 2 comments machinelearning
- [R] The AI Economist: Optimal Economic Policy Design via Two-level Deep Reinforcement Learning https://arxiv.org/abs/2108.02755 3 comments machinelearning
- "The AI Economist: Optimal Economic Policy Design via Two-level Deep Reinforcement Learning", Zheng et al 2021 {Salesforce} https://arxiv.org/abs/2108.02755 9 comments reinforcementlearning
- 'The nightmare is over': Optimism in Mexico as Biden rolls back Trump's immigration policies https://www.reuters.com/article/iduskbn29q2t9 83 comments worldnews
- The 32 Implementation Details of Proximal Policy Optimization (PPO) Algorithm https://costa.sh/blog-the-32-implementation-details-of-ppo.html 9 comments reinforcementlearning
- Blog Series on Proximal Policy Optimization https://www.digdeepml.com/2020/05/24/Understanding-Proximal-Policy-Optimization-Part-1/ 4 comments reinforcementlearning
- RFC: a practical mechanism for applying Machine Learning for optimization policies in LLVM http://lists.llvm.org/pipermail/llvm-dev/2020-april/140763.html 49 comments programming
- RFC: a practical mechanism for applying Machine Learning for optimization policies in LLVM http://lists.llvm.org/pipermail/llvm-dev/2020-april/140763.html 8 comments rust
- Proximal Policy Optimization with Beta distribution - Value goes to infinity https://cdn-images-1.medium.com/max/1600/1*T0D50EPz-oqGDn55uHv9IA.png 9 comments reinforcementlearning
- Why don't policies over large action spaces also have to "optimize"? https://arxiv.org/abs/1509.02971 7 comments reinforcementlearning
- The eurozone member-states may never be able to run a fiscal policy that is optimal for the eurozone taken as a whole. https://www.cfr.org/blog/eurozones-fiscal-version-impossible-trinity 65 comments europe
- Life insurance policy that acts as investment vehicle with AXA Advisors. IncentiveLife Optimizer III https://www.reddit.com/r/personalfinance/comments/74oqp3/life_insurance_policy_that_acts_as_investment/ 11 comments personalfinance
- OpenAI: Proximal Policy Optimization variant on TRPO for continuous actions (ALE, Roboschool) https://blog.openai.com/openai-baselines-ppo/ 5 comments reinforcementlearning
- Optimizing policy choices for governing complex systems by maximizing future choice [discussion] https://www.reddit.com/r/philosophy/comments/4rrrhj/optimizing_policy_choices_for_governing_complex/ 10 comments philosophy
- Verizon Wireless caves to FCC pressure, says it won’t throttle 4G users - Verizon kills "network optimization" policy that was set to take effect today. http://arstechnica.com/business/2014/10/verizon-wireless-caves-to-fcc-pressure-says-it-wont-throttle-4g-users/ 34 comments technology
- SlimFox, a PowerShell script designed to modify Mozilla Firefox policies on Windows, optimizing privacy and performance by disabling telemetry, Pocket, Firefox accounts, and other unwanted features. https://github.com/ltx0101/SlimFox 7 comments browsers
- New damage curves and multimodel analysis suggest lower optimal temperature | From a purely economic perspective, the benefits of reduced climate damages substantially outweigh the costs of climate policy https://www.nature.com/articles/s41558-023-01636-1.epdf?sharing_token=PLE0taobUAdqhqFWIIUP3tRgN0jAjWel9jnR3ZoTv0O60WF4NIzl5zzfBYSrVRHJzMB02U1KCCUswsvm8nZtwmIBdtl_s6eoUM-oO8BBsckht42wkzTLofy4cleACRhct3pgPOgmj7RvcHOOYDgdkXWJ5JgiNr4BeOR1g5ySOM8%3D 37 comments science
- [Robinson] A Cowboys source says the team has advanced to the point of pricing out an insurance policy on a presumably forthcoming Dak Prescott extension. Aside from Jerry Jones’ “imminent” feeling, it suggests each side has some parameters laid down. Clearly a healthy amount of optimism. https://twitter.com/CharlesRobinson/status/1171870141577125888?s=20 51 comments nfl
- GOP foreign policy leaders grow despondent After a burst of optimism that Trump would take a conciliatory path, veterans of past administrations express alarm at names being floated for top posts. http://www.politico.com/story/2016/11/donald-trump-foreign-policy-231453 6 comments politics
