Add new regression and ensemble experiment configurations for V2-M and OrthoBridge

- Introduced multiple regression experiment configurations targeting vf_md, including:
  - cd_solo_reg_set.json: CD tower only regression setup.
  - img_solo_reg_set.json: Image tower only regression setup.
  - reg_head_epoch_sweep.json: Baseline regression sweeps at different epochs (50, 75, 100).
  - reg_head_set.json: Various regression setups including baseline and OrthoBridge configurations.
  - single_eye_reg.json: Single-eye regression setup for worst-eye aggregation analysis.

- Added ensemble configurations for OrthoBridge with different inner bridges:
  - ortho_alts_ensemble.json: Ensemble tests with ConcatBridge, PairwiseAdditiveBridge, and GatedAdditiveBridge.
  - ortho_alts_tritower.json: Tritower tests with the same inner bridges.

- Created V2-M specific configurations:
  - baseline_reg_nt50.json: Regression baseline with V2-M backbone.
  - geom_vec_gt.json and geom_vec_unet.json: Geometry vector injection experiments with V2-M.
  - single_l1_bridges.json: Single-eye ensemble experiments with various bridge types.
  - tritower_geom_gt.json: Tritower setup with GT contour-rasterized masks.

- Promoted existing experiments to higher repetitions for robustness.

v4/scripts/experiments/tri_v1/ortho_tritower.json

@@ -0,0 +1,64 @@
+[
+  { "_note": "OrthoBridge wrapping Hadamard FusionBridge, img+cd+geom tritower. Sweep ortho_weight ∈ {0.01, 0.1, 1.0, 10.0}. 3 reps each.",
+
+    "run_name": "experiments/tri_v1/ortho/tritower_w0.01", "reps": 3,
+    "stage_overrides": {
+      "nt": {
+        "module": "v4.classes.bridges.ortho_bridge",
+        "class":  "OrthoBridge",
+        "args": {
+          "fusion_dim":   256,
+          "ortho_weight": 0.01,
+          "inner_module": "v4.classes.bridges.fusion_bridge",
+          "inner_class":  "FusionBridge",
+          "inner_args":   { "fusion_dim": 256 }
+        }
+      }
+    }
+  },
+  { "run_name": "experiments/tri_v1/ortho/tritower_w0.1", "reps": 3,
+    "stage_overrides": {
+      "nt": {
+        "module": "v4.classes.bridges.ortho_bridge",
+        "class":  "OrthoBridge",
+        "args": {
+          "fusion_dim":   256,
+          "ortho_weight": 0.1,
+          "inner_module": "v4.classes.bridges.fusion_bridge",
+          "inner_class":  "FusionBridge",
+          "inner_args":   { "fusion_dim": 256 }
+        }
+      }
+    }
+  },
+  { "run_name": "experiments/tri_v1/ortho/tritower_w1", "reps": 3,
+    "stage_overrides": {
+      "nt": {
+        "module": "v4.classes.bridges.ortho_bridge",
+        "class":  "OrthoBridge",
+        "args": {
+          "fusion_dim":   256,
+          "ortho_weight": 1.0,
+          "inner_module": "v4.classes.bridges.fusion_bridge",
+          "inner_class":  "FusionBridge",
+          "inner_args":   { "fusion_dim": 256 }
+        }
+      }
+    }
+  },
+  { "run_name": "experiments/tri_v1/ortho/tritower_w10", "reps": 3,
+    "stage_overrides": {
+      "nt": {
+        "module": "v4.classes.bridges.ortho_bridge",
+        "class":  "OrthoBridge",
+        "args": {
+          "fusion_dim":   256,
+          "ortho_weight": 10.0,
+          "inner_module": "v4.classes.bridges.fusion_bridge",
+          "inner_class":  "FusionBridge",
+          "inner_args":   { "fusion_dim": 256 }
+        }
+      }
+    }
+  }
+]