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New AI benchmark environment created for Dark Souls boss fights · 2 sources tracked

By PulseAugur Editorial · [3 sources] ·

Researchers have developed the Dark Souls Learning Environment (DSLE), a platform designed to benchmark AI agents against the boss encounters in Dark Souls: Remastered. The environment presents 22 boss fights as challenges with high-dimensional visual input and sparse rewards, requiring agents to perform real-time actions. Initial evaluations on a five-boss subset (DSLE-5) showed that even advanced agents like Proximal Policy Optimization (PPO) and Deep Q-Network (DQN) failed to demonstrate significant learning, with win rates below 1% on the tutorial boss and 0% on others, despite extensive training. AI

IMPACT This benchmark highlights the significant challenges in developing AI agents capable of complex, real-time combat with sparse rewards, indicating a need for more advanced reinforcement learning techniques.

RANK_REASON The cluster contains a research paper detailing a new benchmark environment for AI agents.

Read on arXiv cs.NE (Neural & Evolutionary) →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

New AI benchmark environment created for Dark Souls boss fights · 2 sources tracked

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The cluster contains a research paper detailing a new benchmark environment for AI agents.
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COVERAGE [3]

  1. arXiv cs.AI TIER_1 English(EN) · Derin Gezgin, Jim O'Connor, Tanner Goodwin, Gary B. Parker ·

    DSLE: A Learning Environment for Dark Souls Boss Encounters

    arXiv:2608.09902v1 Announce Type: new Abstract: We introduce the Dark Souls Learning Environment (DSLE), a containerized platform that presents all 22 boss encounters of Dark Souls: Remastered as game-playing agent benchmarks through a Gymnasium-style interface. DSLE combines rea…

  2. arXiv cs.NE (Neural & Evolutionary) TIER_1 English(EN) · Gary B. Parker ·

    DSLE: A Learning Environment for Dark Souls Boss Encounters

    We introduce the Dark Souls Learning Environment (DSLE), a containerized platform that presents all 22 boss encounters of Dark Souls: Remastered as game-playing agent benchmarks through a Gymnasium-style interface. DSLE combines real-time combat, high-dimensional visual input, an…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    DSLE: A Learning Environment for Dark Souls Boss Encounters

    We introduce the Dark Souls Learning Environment (DSLE), a containerized platform that presents all 22 boss encounters of Dark Souls: Remastered as game-playing agent benchmarks through a Gymnasium-style interface. DSLE combines real-time combat, high-dimensional visual input, an…

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