notesum.ai

Published at December 4

AI-Driven Day-to-Day Route Choice

cs.LG

cs.AI

Released Date: December 4, 2024

Authors: Leizhen Wang¹, Peibo Duan¹, Zhengbing He², Cheng Lyu³, Xin Chen⁴, Nan Zheng¹, Li Yao⁵, Zhenliang Ma⁶

Aff.: ¹Monash University, Australia; ²MIT, USA; ³TUM, Germany; ⁴The University of Queensland, Australia; ⁵Southeast University, China; ⁶KTH Royal Institute of Technology, Sweden

Arxiv: http://arxiv.org/pdf/2412.03338v1

Scenario	Model	Route 1				Route 2
		DUE^a	Mean^b	(Mean-DUE)/DUE^c	Std^d	DUE^a	Mean^b	(Mean-DUE)/DUE^c	Std^d
	Lab	22.00	22.08	0.36%	3.55	22.00	21.92	-0.36%	3.55
	LLM-gpt4o	22.00	22.29	1.33%	13.23	22.00	21.71	-1.33%	13.23
1	LLM-gpt35	22.00	23.96	8.91%	5.26	22.00	20.04	-8.91%	5.26
	LLM-llama-3.1-70b	22.00	23.66	7.55%	4.66	22.00	20.34	-7.55%	4.66
	LLM-yi-medium	22.00	26.73	21.48%	4.97	22.00	17.27	-21.48%	4.97
	LLM-llama-3.1-8b	22.00	23.07	4.88%	6.18	22.00	20.93	-4.88%	6.18
	Lab	54.00	53.59	-0.76%	6.09	54.00	54.61	1.13%	9.14
	LLM-gpt4o	54.00	53.08	-1.70%	20.36	54.00	55.38	2.56%	30.54
2	LLM-gpt35	54.00	55.85	3.43%	8.71	54.00	51.22	-5.15%	13.07
	LLM-llama-3.1-70b	54.00	51.65	-4.35%	14.57	54.00	57.52	6.52%	21.85
	LLM-yi-medium	54.00	57.35	6.20%	8.50	54.00	48.98	-9.30%	12.75
	LLM-llama-3.1-8b	54.00	55.23	2.27%	10.67	54.00	52.16	-3.41%	16.00
	Lab	27.00	26.83	-0.63%	3.42	27.00	27.25	0.93%	5.13
	LLM-gpt4o	27.00	26.17	-3.06%	10.07	27.00	28.24	4.59%	15.10
3	LLM-gpt35	27.00	28.30	4.81%	4.64	27.00	25.05	-7.22%	6.96
	LLM-llama-3.1-70b	27.00	25.07	-7.16%	6.95	27.00	29.90	10.74%	10.42
	LLM-yi-medium	27.00	28.42	5.26%	4.38	27.00	24.87	-7.89%	6.56
	LLM-llama-3.1-8b	27.00	27.88	3.26%	5.70	27.00	25.68	-4.89%	8.55
	Lab	55.20	54.35	-1.54%	7.52	55.20	56.48	2.32%	11.28
	LLM-gpt4o	55.20	54.20	-1.81%	21.29	55.20	56.70	2.72%	31.93
4	LLM-gpt35	55.20	57.16	3.55%	8.72	55.20	52.26	-5.33%	13.08
	LLM-llama-3.1-70b	55.20	54.25	-1.71%	13.91	55.20	56.62	2.57%	20.87
	LLM-yi-medium	55.20	59.01	6.91%	8.92	55.20	49.48	-10.36%	13.38
	LLM-llama-3.1-8b	55.20	56.68	2.68%	11.09	55.20	52.98	-4.02%	16.64
	Lab	27.60	27.21	-1.41%	3.90	27.60	28.18	2.10%	5.84
	LLM-gpt4o	27.60	26.66	-3.41%	11.00	27.60	29.01	5.11%	16.49
5	LLM-gpt35	27.60	28.66	3.84%	4.35	27.60	26.01	-5.76%	6.53
	LLM-llama-3.1-70b	27.60	26.41	-4.32%	6.83	27.60	29.39	6.49%	10.25
	LLM-yi-medium	27.60	29.57	7.13%	4.69	27.60	24.65	-10.69%	7.03
	LLM-llama-3.1-8b	27.60	28.39	2.85%	5.34	27.60	26.42	-4.28%	8.01