Unverified50% confidenceFactExact time
Pure self-play may lead to strategy cycling, where an agent's strategy oscillates among several modes without truly improving.
1
Sources
50%
Confidence
Long-term
Relevance
8/7/2026
First Seen
Sources
M.A.R.A:用强化学习从零训练会战斗的AI坦克
Related Claims
UnverifiedIf most of the demonstration data consists of the robotic hand in a stationary idle state, the policy learned by the behavior cloning model will tend toward not moving or performing meaningless actions.64% similarUnverifiedReAct/AutoAgent范式通过'思考-行动-观察'循环自主决定下一步,灵活性强但不确定性高,容易出现幻觉漂移或死循环63% similarVerifiedThe agent loop follows a 'reasoning-action-observation' paradigm, iterating repeatedly until the goal is achieved or a stopping condition is reached.62% similarUnverifiedEarly agent products mostly adopted the ReAct (Reasoning + Acting) loop pattern, but this pattern has problems such as a single-step failure causing a global collapse and the context growing larger with each step.62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/699282API
curl https://kongchang.com/api/v1/knowledge/claims/699282MCP
get_claim(id=699282)