The following table contains a list of models implemented in Mammoth and a checklist to indicate if we already have a reproduction of the results in the original papers.
Model | --model |
Verified? | Notes |
---|---|---|---|
A-GEM R | agem_r |
X | |
A-GEM | agem |
X | |
AttriClip | attriclip |
X | The original repo was pulled because it did not reproduce. |
BiC | bic |
X | |
CCIC | ccic |
V | |
CGIL | cgil |
V | |
CLIP | clip |
V | |
CODA-Prompt | coda_prompt |
V | |
DAP | dap |
V | |
DER | der |
V | |
DER++ LiDER | derpp_lider |
V | |
DER++ | derpp |
V | |
DualPrompt | dualprompt |
V | |
ER-ACE LiDER | er_ace_aer_abs |
V | |
ER-ACE with AER and ABS | er_ace_lider |
V | |
ER-ACE with Tricks | er_ace_tricks |
N/A | This method does not come from a paper. |
ER-ACE | er_ace |
V | |
EwC Online | er |
X | |
ER | ewc_on |
X | |
FDR | fdr |
X | |
First-Stage STAR-Prompt | first_stage_starprompt |
V | |
GdumB LiDER | gdumb_lider |
V | |
GdumB | gdumb |
V | |
GEM | gem |
V | Original work requires too much resources. We reproduced the results in Dark Experience for General Continual Learning: a Strong, Simple Baseline . |
GSS | gss |
X | |
HAL | hal |
X | |
iCaRL LiDER | icarl_lider |
V | |
iCaRL | icarl |
V | |
Joint GCL | joint_gcl |
N/A | There is no single paper for the "joint" model. |
Joint | joint |
N/A | There is no single paper for the "joint" model. |
L2P | l2p |
V | |
LLAVA | llava |
N/A | This method does not come from a CL paper. |
LUCIR | lucir |
X | |
LwF-MC | lwf_mc |
X | |
LwF | lwf |
X | |
LwS | lws |
V | |
MER | mer |
X | |
MoE Adapters | moe_adapters |
V | |
PNN | pnn |
X | |
Puridiver | puridiver |
X | |
Ranpac | ranpac |
X | |
RPC | rpc |
X | |
Second-Stage STAR-Prompt | second_stage_starprompt |
V | |
SGD | sgd |
N/A | There is no single paper for the "SGD" model. |
SI | si |
X | |
SLCA | slca |
X | |
STAR-Prompt | starprompt |
V | |
TwF | twf |
V | |
X-DER with CE | xder_ce |
V | |
X-DER with RPC | xder_rpc |
V | |
X-DER | xder |
V |