ALIFE 2025 Proceedings Skill

ALIFE 2025 Proceedings Skill

Status: ✅ Production Ready (Mathpix extracted) Trit: +1 (PLUS - generative/​creative) Pages: 337 | Papers: 80+ | Figures: 153 | Equations: 100+

Paper Index (Selected)

Key Equations

Boid Flocking (Separation/​Alignment/​Cohesion)

\sum_{j} w_s(T_i, T_j) \frac{\vec{\xi}_{i,j}(t)}{|\vec{\xi}_{i,j}(t)|} + 
\sum_{j} w_a(T_i, T_j) \frac{\vec{v}_j(t) - \vec{v}_i(t)}{N_{a,i}} + 
\sum_{j} w_c(T_i, T_j) \frac{-\vec{\xi}_{i,j}(t)}{N_{c,i}}

Lotka-Volterra Dynamics (Chaotic Sampling)

\frac{dx_i}{dt} = x_i\left(r_i + \sum_{j=1}^{4} A_{ij} x_j\right)

Free Energy Minimization

\mathcal{F} = \underbrace{\sum_{t=1}^{T}\left[\sum_{l}^{L} \frac{\mathbf{w}^l}{R_z^l} \delta(l, r, t)\right]}_{\text{complexity}} - \underbrace{\frac{1}{R_X}\left[\sum_{t=1}^{T}\|\mathbf{X}_t - \overline{\mathbf{X}}_t\|_2^2\right]}_{\text{accuracy}}

H-Lenia Hierarchical Update

\left[\left[A_i^t + \Delta t G(K * A_i^t)\right]_0^1 + \sum_{j \in N(i)} k_{ji} \cdot E_{ji}^t(\Delta_{j \rightarrow i}^t)\right]_0^1

Lenia Growth Function

G_{\mu,\sigma}(x) = 2e^{-\frac{(x-\mu)^2}{2\sigma^2}} - 1

Neural Particle Automata

[\Delta x_i, \Delta S_i] = f_\theta(S_i, \tilde{S}_i, \nabla S_i, \nabla \rho_i)

Restricted Boolean Network

f_i = \left(\sum_j w_{ij} \cdot x_j\right) > 0

Reaction-Diffusion Laplacian

\nabla^2 Y_i \approx \frac{\sum_j Y_j - Y_i}{\Delta x} \propto J_{Y_{nb}}^Y - J_Y^Y

Information Synergy

I_{\text{syn}}(X \rightarrow Y) = I_{\text{tot}} - \sum_{i=1}^{n} I_{\text{ind}}(X_i)

Research Themes

1. Neural Cellular Automata (NCA)

• From Cells to Pixels (Pajouheshgar et al.)
• Petri Dish NCA (Zhang, Risi, Darlow)
• Language Cellular Automata (Najarro et al.)
• Growing NCA (Sato, Masumori, Ikegami)
• Meta-NCA with Linear Attention

2. Lenia & Continuous CA

• Visualizing Lenia Parameter Space
• H-Lenia: Hierarchical Extension
• Glider Equation for Asymptotic Lenia

3. Evolution & Open-Endedness

• Open-Ended Evolution in Binary CA
• Evolvable Chemotons
• Population of Thoughts (LLM + Evolution)
• Attack of the Clones (Diversity in GP)

4. Chemical Computing

• BZ Oscillator Reservoir Computing
• Chemical Computer Construction
• Environmentally Driven Autocatalysis

5. Swarm Intelligence

• Swarm2Algo: Emergent → Algorithms
• Pheromone-mediated Ant Movement
• Swarm Size Estimation
• Temporal Memory in Swarm Reservoir

6. LLM + ALife

• Gridarians: LLM-Driven ALife
• LLM-Driven Social Behaviors
• Strategy Extraction via LLM Annotation
• Internalized Culture in LLM Societies

7. Category Theory & Formal Methods

• Integrative Formulation via Category Theory
• Functional Information Decomposition
• UIUA Array Language for ALife

Extracted Resources

/​Users/​bob/​ies/​paper_extracts/​alife2025/
├── ALIFE2025_full.md          # 925KB markdown
├── ALIFE2025_tex.zip          # 11MB LaTeX + images
├── tex_extracted/
│   └── fed660c6-.../
│       ├── *.tex              # 7283 lines LaTeX
│       └── images/            # 153 figures
└── conversion_status.json

Integration with Gay.jl

using Gay

# Assign deterministic colors to papers
function paper_color(title::String)
    seed = UInt64(0x414C494645)  # "ALIFE"
    Gay.color_at(hash(title) ⊻ seed, 1)
end

# GF(3) theme classification
THEMES = Dict(
    :nca => -1,        # MINUS: Structure-preserving
    :evolution => 0,   # ERGODIC: Process
    :emergence => +1   # PLUS: Novel patterns
)

Commands

just alife-toc              # Show table of contents
just alife-paper 42         # Get paper at page 42
just alife-equation "lenia" # Find Lenia equations
just alife-figure 15        # Get figure by number
just alife-theme "nca"      # List NCA papers

See Also

• acsets-algebraic-databases - Model ALife structures categorically
• gay-mcp - Deterministic coloring for visualization
• hatchery-papers - Academic paper patterns
• glass-bead-game - Interdisciplinary connections

Citation

@proceedings{alife2025,
  title     = {Companion Proceedings of the Artificial Life Conference 2025},
  booktitle = {ALIFE 25: Ciphers of Life},
  editor    = {Witkowski, Olaf and Adams, Alyssa M. and Sinapayen, Lana and 
               Baltieri, Manuel and Khosravy, Mahdi},
  year      = {2025},
  pages     = {337}
}

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Extraction: Mathpix PDF ID fed660c6-4d3d-4bb6-bb3c-f9b039187660 Source: /​Users/​bob/​Downloads/​ALIFE2025ProceedingsCompanion (1).pdf

ALife atlas

Part of: alife-commons. Family: open-ended-evolution. Canonical: alife.