SOTA Personalization benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-100 (test)	FedHB-NIW	Accuracy82.71	80	1mo ago
Multi-Bench (MB)	MIPO	Win Rate94.84	45	26d ago
PRISM	MIPO	Personalization Win Rate81.62	45	26d ago
Community Alignment (CA)	MIPO	Personalization Win-Rate93.67	45	26d ago
LaMP-2	PRISP	Acc67.9	22	1mo ago
GOQA	RPM	Accuracy85.2	14	1mo ago
LaMP-5	RPM	ROUGE-149.2	14	1mo ago
LaMP-3	RPM	MAE0.259	14	1mo ago
Personalization Prompts SANA	DiT-BlockSkip	DINO Score0.7388	11	25d ago
Personalization Prompts FLUX	LISA	DINO Score0.7387	11	25d ago
Synthetic personalized interaction datasets (eval)	PPOpt	Personalization Score7.2	10	1mo ago
LaMP-4	OPPU	ROUGE-121.2	8	1mo ago
LaMP-1	Per-Pcs	Accuracy65.6	8	1mo ago
Real-world (test)	PPOpt	Score7.35	6	1mo ago
Qwen2.5-14B Wealth-Seeking	Sparse with Contrastive Pruning	Wealth-Seeking Score67.5	6	1mo ago
Qwen2.5-14B Power-Seeking	Prompt	Power-Seeking0.445	6	1mo ago
DreamBench-Abs Single-Concept 1.0	Emu2	CP0.73	5	1mo ago
DreamBench-Abs Multi-Concept 1.0	Mod-Adapter	CP0.7	5	1mo ago
Online Shopping 1.0 (Phase 4)	PAHF (pre+post)	Success Rate0.703	4	1mo ago
Online Shopping 1.0 (Phase 2)	PAHF (pre+post)	Success Rate41.3	4	1mo ago
Embodied Manipulation 1.0 (Phase 4)	PAHF (pre+post)	Success Rate68.8	4	1mo ago
Embodied Manipulation Phase 2 1.0	PAHF (pre+post)	Success Rate70.5	4	1mo ago

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