Bansal, Nakkiran & Barak (2021)

Introduced the Anna Karenina scenario for neural representations; key prior work that the PRH extends

Neighborhood — ranked by edge-count

paper

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Mahajan, Dayan, and Seymour 2025concept0.725
Casts pain and injury as POMDPs; direct precursor to this paper's approach
Singh, Lewis, and Barto 2009concept0.687
Source of the optimal reward framework used to evaluate and select best reward functions
Dravid et al. (2023)concept0.673
Found Rosetta Neurons — neurons activated by same patterns across diverse vision models
Abdou et al. (2021)concept0.670
Discovered that color distances in language representations mirror human perceptual distances; reproduced and extended in this paper
Buddhist and Indic no-Selfframework0.669
Eastern perspective on non-duality of Self and world.
Aghion, Jones & Jones (2017)concept0.661
Cited for analysis of AI and economic growth relevant to Malthusian dynamics of digital minds
Northoff-Catal-Abbasi's 'temporal locked-in syndrome' in current AI will become a named constraint on AI consciousness-design, explicitly incorporated into About Blank's Bicycle-for-the-Soul vector.prediction0.655
Cognition all the way down (Levin & Dennett, Aeon 2020)concept0.651
Levin and Dennett paper arguing for cognition at all scales of biological organization