Paper lit review (#45)

* chore: updating apa citation and fixing citation in-text and parent

* fixing in lit review

* adjusting citations and improving schema

* chore: fixed formating and adjusting other components

* refined abstract

* one page fitting

* constrainative proposals

* fix: syntax of transtion probs

* refined lit review and soruces

* research Objectives

* adding logo graphics

* chore: fixing citation completeness

* updating with newly built algoerith

* lit review document setup

Makefile

@@ -73,7 +73,7 @@ stats.lines:
 	@find . \( -path '*/node_modules' -o -path '*/.venv' -o -path '*/venv' \) -prune -o \
 	\( -name "*.ts" -o -name "*.py" \) -type f -print0 | xargs -0 cat | wc -l
 
-.PHONY wordcount
+.PHONY: wordcount
 wordcount:
 	@echo "Counting words in main text (excluding appendix)..."
 	@texcount -nosub -total -sum -1 \
@@ -92,4 +92,4 @@ watch: pdf.watch
 run.webapp: web.dev
 test: test.backend
 count-lines: stats.lines
-all: pdf.build
+all: pdf.build