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Robotic Manipulation on LLCRM 1.0 (test)

100S1 ScoreSeq-FT
3.2828.3953.578.61Mar 5, 2026

Evaluation results

MethodLinks
Seq-FTmode=sequence fine-tune all2026.031001001001001001001001001001001001008896955858892
LwF-LoRA2026.03100951009510093100100100100100100928710009210091.9
EWC-LoRA2026.03100100100100931001001001001001001008391950859491.2
Seq-FTdescription=sequence fine-tune all2026.031001001001001001001001001001001001008896955858892
LwF-LoRA2026.03100951009510093100100100100100100928710009210091.9
EWC-LoRA2026.03100100100100931001001001001001001008391950859491.2
Dense MoLE2026.039371918686868510086100100907578680858881.5
Dense MoLE2026.039371918686868510086100100907578680858881.5
MoLA2026.03807673907186778010075758554747301008875.4
HydraLoRA2026.03807164957993928086507590677068-5857673.1
MoLA2026.03807673907186778010075758554747301008875.4
HydraLoRA2026.03807164957993928086507590677068-5857673.1
Sparse MoLE2026.0373628290799385808650100957183730929477
BranchLoRA2026.03736782868679691007175100905861640778273.3
Sparse MoLE2026.0373628290799385808650100957183730929477
BranchLoRA2026.03736782868679691007175100905861640778273.3
SD-LoRAwith SkSA=true2026.031352724212188029050108990312920.8
SD-LoRASkSA=true2026.031352724212188029050108990312920.8
O-LoRAwith SkSA=true2026.0371492914731805750755139140312425.9
SkillsCrafter2026.037518241471540292525104990232416
O-LoRASkSA=true2026.0371492914731805750755139140312425.9
SkillsCrafter2026.037518241471540292525104990232416