References¶

Every paper, dataset and codebase the documentation cites, with where it is used.

Methods Jahan implements¶

Reference	Used for	Page
B. F. Maier et al. (2025). "LLMs Reproduce Human Purchase Intent via Semantic Similarity Elicitation of Likert Ratings." arXiv:2510.08338. Code: pymc-labs/semantic-similarity-rating (Apache-2.0)	SSR: free text to a five-point distribution	Measuring intent
J. S. Park, J. C. O'Brien, C. J. Cai, M. R. Morris, P. Liang, M. S. Bernstein (2023). "Generative Agents: Interactive Simulacra of Human Behavior." UIST 2023. arXiv:2304.03442	memory retrieval, importance, reflection	Beliefs and memory
Z. Yang et al. (2024). "OASIS: Open Agent Social Interaction Simulations with One Million Agents." arXiv:2411.11581. Code: camel-ai/oasis (Apache-2.0)	platforms, X refresh, Reddit hot score, clock	Channels
X. Zhang et al. (2023). "TwHIN-BERT: A Socially-Enriched Pre-trained Language Model for Multilingual Tweet Representations at Twitter." KDD 2023. arXiv:2209.07562	feed ranking embeddings	Channels
V. A. Traag, L. Waltman, N. J. van Eck (2019). "From Louvain to Leiden: guaranteeing well-connected communities." Scientific Reports, 9, 5233	community detection	Social network

Reference	Used for
L. P. Argyle et al. (2023). "Out of One, Many: Using Language Models to Simulate Human Samples." Political Analysis, 31(3), 337–351	context: conditioning models on respondents
S. Santurkar et al. (2023). "Whose Opinions Do Language Models Reflect?" ICML 2023. arXiv:2303.17548	context: whose views a model holds by default

Reference	Used for
D. J. Watts, S. H. Strogatz (1998). "Collective dynamics of 'small-world' networks." Nature, 393, 440–442	ring lattice: clustering
A.-L. Barabási, R. Albert (1999). "Emergence of scaling in random networks." Science, 286(5439), 509–512	preferential attachment: hubs
M. McPherson, L. Smith-Lovin, J. M. Cook (2001). "Birds of a feather: homophily in social networks." Annual Review of Sociology, 27, 415–444	homophily rewiring
M. E. J. Newman, M. Girvan (2004). "Finding and evaluating community structure in networks." Physical Review E, 69, 026113	modularity
J. Reichardt, S. Bornholdt (2006). "Statistical mechanics of community detection." Physical Review E, 74, 016110	the resolution parameter γ
M. E. J. Newman (2003). "Mixing patterns in networks." Physical Review E, 67, 026126	attribute assortativity

Reference	Used for
K. Pearson (1900). "On the criterion that a given system of deviations…" Philosophical Magazine, 50(302), 157–175	χ² distribution gates
S. Holm (1979). "A simple sequentially rejective multiple test procedure." Scandinavian Journal of Statistics, 6(2), 65–70	correcting many gates at once
A. Kolmogorov (1933); N. Smirnov (1948). Annals of Mathematical Statistics, 19(2), 279–281	KS similarity on ordinal gates
C. Spearman (1904). "The proof and measurement of association between two things." American Journal of Psychology, 15(1), 72–101	anchor rank stability
J. Lin (1991). "Divergence measures based on the Shannon entropy." IEEE Transactions on Information Theory, 37(1), 145–151	polarization (Jensen–Shannon divergence)
G. W. Brier (1950). "Verification of forecasts expressed in terms of probability." Monthly Weather Review, 78(1), 1–3	holdout scoring
T. Gneiting, A. E. Raftery (2007). "Strictly proper scoring rules, prediction, and estimation." JASA, 102(477), 359–378	proper scoring rules
A. M. Law (2015). Simulation Modeling and Analysis, 5th ed. McGraw-Hill	common random numbers

Reference	License	Used for
MatrAIx Persona 1M, Hugging Face `MatrAIx2026/MatrAIx_Persona_1M`	`matraix-research-only`	the default persona corpus (not bundled)
MatrAIx-Persona-8B	MIT	corpus decoding contract, prompt renderer
OASIS	Apache-2.0	world module
ASAL	Apache-2.0	sweep pattern (no code copied)
semantic-similarity-rating	Apache-2.0	SSR computation, ported

What was taken from each, file by file, is in the salvage inventory.