mlsanityData to 14 Oct 2026

Biospheric AI

arXiv 2401.17805 ↗First posted 31 Jan 2024cs.CY cs.AIcited by 1

Not on the map. Why?

Abstract (arXiv)

The dominant paradigm in AI ethics and value alignment is highly anthropocentric. The focus of these disciplines is strictly on human values which limits the depth and breadth of their insights. Recently, attempts to expand to a sentientist perspective have been initiated. We argue that neither of these outlooks is sufficient to capture the actual complexity of the biosphere and ensure that AI does not damage it. Thus, we propose a new paradigm -- Biospheric AI that assumes an ecocentric perspective. We discuss hypothetical ways in which such an AI might be designed. Moreover, we give directions for research and application of the modern AI models that would be consistent with the biospheric interests. All in all, this work attempts to take first steps towards a comprehensive program of research that focuses on the interactions between AI and the biosphere.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 16 of its 59 references that are in the map. First posted on arXiv 31 Jan 2024.

Builds on

16 of 59 references.

References · 16

  1. 2017Deep reinforcement learning from human preferencescited by 3,912
  2. 2022Constitutional AI: Harmlessness from AI Feedbackcited by 3,050
  3. 2019A Survey on Bias and Fairness in Machine Learningcited by 1,917
  4. 2021A General Language Assistant as a Laboratory for Alignmentcited by 1,055
  5. 2023Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedbackcited by 759
  6. 2019Green AIcited by 627
  7. 2020Artificial Intelligence, Values and Alignmentcited by 448
  8. 2022Is Power-Seeking AI an Existential Risk?cited by 105
  9. 2023A Systematic Review of Green AIcited by 77
  10. 2022AVES: Animal Vocalization Encoder based on Self-Supervisioncited by 53
  11. 2022BEANS: The Benchmark of Animal Soundscited by 38
  12. 2022Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animalscited by 11
4 more
  1. 2021Cetacean Translation Initiative: a roadmap to deciphering the communication of sperm whalescited by 3
  2. 2022Modeling Animal Vocalizations through Synthesizerscited by 3
  3. 2022Hybrid Life: Integrating Biological, Artificial, and Cognitive Systemscited by 3
  4. 2023A benchmark for computational analysis of animal behavior, using animal-borne tagscited by 3

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.