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REPRODUCIBILITY.md

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On the reproduction of methods in Mammoth

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