diff --git a/configs/experiments/informer-btcusdt-15m-gmadl.yaml b/configs/experiments/informer-btcusdt-15m-gmadl.yaml
index dcf5997..b2aed19 100644
--- a/configs/experiments/informer-btcusdt-15m-gmadl.yaml
+++ b/configs/experiments/informer-btcusdt-15m-gmadl.yaml
@@ -22,31 +22,12 @@ fields:
       - "open_price"
       - "close_price"
       - "volume"
-      - "open_to_close_price"
-      - "high_to_close_price"
-      - "low_to_close_price"
-      - "high_to_low_price"
       - "returns"
-      - "log_returns"
-      - "vol_1h"
-      - "macd"
-      - "macd_signal"
-      - "rsi"
-      - "low_bband_to_close_price"
-      - "up_bband_to_close_price"
-      - "mid_bband_to_close_price"
-      - "sma_1h_to_close_price"
-      - "sma_1d_to_close_price"
-      - "sma_7d_to_close_price"
-      - "ema_1h_to_close_price"
-      - "ema_1d_to_close_price"
     dynamic_unknown_cat: []
     dynamic_known_real:
       - "effective_rates"
       - "vix_close_price"
       - "fear_greed_index"
-      - "vol_1d"
-      - "vol_7d"
     dynamic_known_cat:
       - "hour"
       - "weekday"
diff --git a/configs/experiments/informer-btcusdt-5m-gmadl.yaml b/configs/experiments/informer-btcusdt-5m-gmadl.yaml
index 7f15d5d..5c71243 100644
--- a/configs/experiments/informer-btcusdt-5m-gmadl.yaml
+++ b/configs/experiments/informer-btcusdt-5m-gmadl.yaml
@@ -22,31 +22,12 @@ fields:
       - "open_price"
       - "close_price"
       - "volume"
-      - "open_to_close_price"
-      - "high_to_close_price"
-      - "low_to_close_price"
-      - "high_to_low_price"
       - "returns"
-      - "log_returns"
-      - "vol_1h"
-      - "macd"
-      - "macd_signal"
-      - "rsi"
-      - "low_bband_to_close_price"
-      - "up_bband_to_close_price"
-      - "mid_bband_to_close_price"
-      - "sma_1h_to_close_price"
-      - "sma_1d_to_close_price"
-      - "sma_7d_to_close_price"
-      - "ema_1h_to_close_price"
-      - "ema_1d_to_close_price"
     dynamic_unknown_cat: []
     dynamic_known_real:
       - "effective_rates"
       - "vix_close_price"
       - "fear_greed_index"
-      - "vol_1d"
-      - "vol_7d"
     dynamic_known_cat:
       - "hour"
       - "weekday"
diff --git a/configs/experiments/informer-btcusdt-5m-quantile-returns.yaml b/configs/experiments/informer-btcusdt-5m-quantile-returns.yaml
deleted file mode 100644
index 0a42e1d..0000000
--- a/configs/experiments/informer-btcusdt-5m-quantile-returns.yaml
+++ /dev/null
@@ -1,69 +0,0 @@
-future_window:
-  value: 2
-past_window:
-  value: 22
-batch_size:
-  value: 64
-max_epochs:
-  value: 50
-data:
-  value:
-    dataset: "btc-usdt-5m:latest"
-    sliding_window: 0
-    validation: 0.2
-fields:
-  value:
-    time_index: "time_index"
-    target: "returns"
-    group_ids: ["group_id"]
-    dynamic_unknown_real:
-      - "high_price"
-      - "low_price"
-      - "open_price"
-      - "close_price"
-      - "volume"
-      - "open_to_close_price"
-      - "high_to_close_price"
-      - "low_to_close_price"
-      - "high_to_low_price"
-      - "returns"
-      - "log_returns"
-      - "vol_1h"
-      - "macd"
-      - "macd_signal"
-      - "rsi"
-      - "low_bband_to_close_price"
-      - "up_bband_to_close_price"
-      - "mid_bband_to_close_price"
-      - "sma_1h_to_close_price"
-      - "sma_1d_to_close_price"
-      - "sma_7d_to_close_price"
-      - "ema_1h_to_close_price"
-      - "ema_1d_to_close_price"
-    dynamic_unknown_cat: []
-    dynamic_known_real:
-      - "effective_rates"
-      - "vix_close_price"
-      - "fear_greed_index"
-      - "vol_1d"
-      - "vol_7d"
-    dynamic_known_cat:
-      - "hour"
-      - "weekday"
-    static_real: []
-    static_cat: []
-loss:
-  value:
-   name: "Quantile"
-   quantiles: [0.1, 0.3, 0.35, 0.4, 0.5, 0.6, 0.65, 0.7, 0.9]
-model:
-  value:
-    name: "Informer"
-    d_model: 256
-    d_fully_connected: 512
-    n_attention_heads: 2
-    dropout: 0.05
-    n_encoder_layers: 1
-    n_decoder_layers: 1
-    learning_rate: 0.0001
-    optimizer: "Adam"
diff --git a/configs/experiments/informer-btcusdt-quantile.yaml b/configs/experiments/informer-btcusdt-quantile.yaml
deleted file mode 100644
index 278d2b7..0000000
--- a/configs/experiments/informer-btcusdt-quantile.yaml
+++ /dev/null
@@ -1,68 +0,0 @@
-future_window:
-  value: 5
-past_window:
-  value: 48
-batch_size:
-  value: 64
-max_epochs:
-  value: 1
-data:
-  value:
-    dataset: "btc-usdt-5m:latest"
-    sliding_window: 4
-    validation: 0.2
-    fields:
-      time_index: "time_index"
-      target: "close_price"
-      group_ids: ["group_id"]
-      dynamic_unknown_real:
-        - "high_price"
-        - "low_price"
-        - "open_price"
-        - "close_price"
-        - "volume"
-        - "open_to_close_price"
-        - "high_to_close_price"
-        - "low_to_close_price"
-        - "high_to_low_price"
-        - "returns"
-        - "log_returns"
-        - "vol_1h"
-        - "macd"
-        - "macd_signal"
-        - "rsi"
-        - "low_bband_to_close_price"
-        - "up_bband_to_close_price"
-        - "mid_bband_to_close_price"
-        - "sma_1h_to_close_price"
-        - "sma_1d_to_close_price"
-        - "sma_7d_to_close_price"
-        - "ema_1h_to_close_price"
-        - "ema_1d_to_close_price"
-      dynamic_unknown_cat: []
-      dynamic_known_real:
-        - "effective_rates"
-        - "vix_close_price"
-        - "fear_greed_index"
-        - "vol_1d"
-        - "vol_7d"
-      dynamic_known_cat:
-        - "hour"
-        - "weekday"
-      static_real: []
-      static_cat: []
-loss:
-  value:
-   name: "Quantile"
-   quantiles: [0.02, 0.1, 0.5, 0.9, 0.98]
-model:
-  value:
-    name: "Informer"
-    d_model: 256
-    d_fully_connected: 512
-    n_attention_heads: 2
-    dropout: 0.1
-    n_encoder_layers: 2
-    n_decoder_layers: 1
-    learning_rate: 0.001
-    optimizer: "Adam"
diff --git a/configs/experiments/temporal-fusion-btcusdt-gmadl.yaml b/configs/experiments/temporal-fusion-btcusdt-gmadl.yaml
deleted file mode 100644
index 11148ba..0000000
--- a/configs/experiments/temporal-fusion-btcusdt-gmadl.yaml
+++ /dev/null
@@ -1,67 +0,0 @@
-future_window:
-  value: 1
-past_window:
-  value: 24
-batch_size:
-  value: 64
-max_epochs:
-  value: 30
-data:
-  value:
-    dataset: "btc-usdt-5m:latest"
-    sliding_window: 4
-    validation: 0.2
-    fields:
-      time_index: "time_index"
-      target: "returns"
-      group_ids: ["group_id"]
-      dynamic_unknown_real:
-        - "high_price"
-        - "low_price"
-        - "open_price"
-        - "close_price"
-        - "volume"
-        - "open_to_close_price"
-        - "high_to_close_price"
-        - "low_to_close_price"
-        - "high_to_low_price"
-        - "returns"
-        - "log_returns"
-        - "vol_1h"
-        - "macd"
-        - "macd_signal"
-        - "rsi"
-        - "low_bband_to_close_price"
-        - "up_bband_to_close_price"
-        - "mid_bband_to_close_price"
-        - "sma_1h_to_close_price"
-        - "sma_1d_to_close_price"
-        - "sma_7d_to_close_price"
-        - "ema_1h_to_close_price"
-        - "ema_1d_to_close_price"
-      dynamic_unknown_cat: []
-      dynamic_known_real: []
-      dynamic_known_cat:
-        - "hour"
-      static_real:
-        - "effective_rates"
-        - "vix_close_price"
-        - "fear_greed_index"
-        - "vol_1d"
-        - "vol_7d"
-      static_cat:
-        - "weekday"
-loss:
-  value:
-   name: "GMADL"
-   a: 1000
-   b: 2
-model:
-  value:
-    name: "TemporalFusionTransformer"
-    hidden_size: 64
-    dropout: 0.1
-    attention_head_size: 2
-    hidden_continuous_size: 8
-    learning_rate: 0.001
-    optimizer: "Adam"
diff --git a/configs/experiments/temporal-fusion-btcusdt-quantile.yaml b/configs/experiments/temporal-fusion-btcusdt-quantile.yaml
deleted file mode 100644
index 900b570..0000000
--- a/configs/experiments/temporal-fusion-btcusdt-quantile.yaml
+++ /dev/null
@@ -1,66 +0,0 @@
-future_window:
-  value: 1
-past_window:
-  value: 24
-batch_size:
-  value: 64
-max_epochs:
-  value: 30
-data:
-  value:
-    dataset: "btc-usdt-5m:latest"
-    sliding_window: 4
-    validation: 0.2
-    fields:
-      time_index: "time_index"
-      target: "close_price"
-      group_ids: ["group_id"]
-      dynamic_unknown_real:
-        - "high_price"
-        - "low_price"
-        - "open_price"
-        - "close_price"
-        - "volume"
-        - "open_to_close_price"
-        - "high_to_close_price"
-        - "low_to_close_price"
-        - "high_to_low_price"
-        - "returns"
-        - "log_returns"
-        - "vol_1h"
-        - "macd"
-        - "macd_signal"
-        - "rsi"
-        - "low_bband_to_close_price"
-        - "up_bband_to_close_price"
-        - "mid_bband_to_close_price"
-        - "sma_1h_to_close_price"
-        - "sma_1d_to_close_price"
-        - "sma_7d_to_close_price"
-        - "ema_1h_to_close_price"
-        - "ema_1d_to_close_price"
-      dynamic_unknown_cat: []
-      dynamic_known_real: []
-      dynamic_known_cat:
-        - "hour"
-      static_real:
-        - "effective_rates"
-        - "vix_close_price"
-        - "fear_greed_index"
-        - "vol_1d"
-        - "vol_7d"
-      static_cat:
-        - "weekday"
-loss:
-  value:
-   name: "Quantile"
-   quantiles: [0.02, 0.1, 0.5, 0.9, 0.98]
-model:
-  value:
-    name: "TemporalFusionTransformer"
-    hidden_size: 64
-    dropout: 0.1
-    attention_head_size: 2
-    hidden_continuous_size: 8
-    learning_rate: 0.001
-    optimizer: "Adam"