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+  "checkpoint": "/proj/cvl/users/x_fahkh2/worldmem-baseline-evals/checkpoints/geometry-forcing/geometry_forcing_state_dict.ckpt",
+  "checkpoint_source": "https://huggingface.co/Haoyuwu/GeometryForcing/blob/main/geometry_forcing_state_dict.ckpt",
+  "checkpoint_bytes": 1835451817,
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+  "parameter_tensors": 494,
+  "parameters": 458818051,
+  "trainable_tensors": 0,
+  "trainable_parameters": 0,
+  "frozen_parameters": 458818051,
+  "optimizer_groups": [],
+  "lr_stages": [],
+  "adapters_lora": [],
+  "activation_checkpointing": false,
+  "batch_size_per_gpu": 1,
+  "sampler": "official ContinuousDiffusion DDIM",
+  "sampling_steps": 50,
+  "ddim_eta": 0.0,
+  "history_guidance": {
+    "name": "stabilized_vanilla",
+    "scale": 4.0,
+    "stabilization": 0.02
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+  "active_window": 8,
+  "padding": "eight masked slots, current target camera repeated",
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+    256,
+    256
+  ],
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+  "stride": 1,
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+  "vae": null,
+  "training_only_alignment": "disabled; not involved in generation and not present in released inference backbone",
+  "deviation_from_official_demo": "dense one-frame autoregression replaces sparse keyframe generation and interpolation",
+  "inference_precision": "float16 autocast; fp32 camera processing and model weights",
+  "torch": "2.8.0+cu128",
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+  "seed": 7061021190,
+  "master_seed": 0,
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diff --git a/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/cases/fcfa188fdd8e4cdc/frame_metrics.npz b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/cases/fcfa188fdd8e4cdc/frame_metrics.npz
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index 0000000000000000000000000000000000000000..c18fa1f1877fbf5dd000d5cd24a7b6005d30b665
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+version https://git-lfs.github.com/spec/v1
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+size 5782
diff --git a/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/cases/fcfa188fdd8e4cdc/metrics.json b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/cases/fcfa188fdd8e4cdc/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..5f1bf2175c839e6c496327e4cde35220ae095640
--- /dev/null
+++ b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/cases/fcfa188fdd8e4cdc/metrics.json
@@ -0,0 +1,128 @@
+{
+  "case": {
+    "scope": "final100",
+    "protocol_order": "43",
+    "metadata_index": "7061",
+    "scene_id": "fcfa188fdd8e4cdc",
+    "history_start": "0",
+    "history_frames": "100"
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+  "dataset": "re10k",
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+  "native_resolution": [
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+    256
+  ],
+  "metric_resolution": [
+    256,
+    256
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+  "resize": "none",
+  "reference_source": "raw DFoT test_256 RGB at matching source indices",
+  "vae_checkpoint": null,
+  "torch": "2.8.0+cu128",
+  "torchmetrics": "0.11.4",
+  "lpips": "alex; normalize=True; mean of individual frame values",
+  "psnr_epsilon": 1e-12,
+  "fid": "direct float01 -> truncating uint8",
+  "video": {
+    "codec": "libx264",
+    "quality": 8,
+    "pixelformat": "yuv420p",
+    "macro_block_size": 1,
+    "fps": 15
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diff --git a/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/launcher.sh b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/launcher.sh
new file mode 100644
index 0000000000000000000000000000000000000000..34c769cc48039a488389f851d6641a1259098585
--- /dev/null
+++ b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/launcher.sh
@@ -0,0 +1,71 @@
+#!/usr/bin/env bash
+#SBATCH --job-name=geometry-forcing-re10k-full
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=8
+#SBATCH --cpus-per-task=14
+#SBATCH --gres=gpu:8
+#SBATCH --time=48:00:00
+#SBATCH --account=berzelius-2026-196
+#SBATCH --chdir=/proj/cvl/users/x_fahkh2/worldmem-baseline-evals/GeometryForcing
+#SBATCH --output=slurm_logs/%x-%A_%a.out
+#SBATCH --error=slurm_logs/%x-%A_%a.out
+
+set -euo pipefail
+
+module load buildenv-gcccuda/12.9.1-gcc11
+
+ROOT=/proj/cvl/users/x_fahkh2/worldmem-baseline-evals
+ENV_ROOT=/proj/cvl/users/x_fahkh2/envs
+REPO=$ROOT/GeometryForcing
+PYTHON=$ENV_ROOT/geometry-forcing-eval/bin/python
+METRIC_PYTHON=$ENV_ROOT/geometry-forcing-eval/bin/python
+WORLD_MEM_ROOT=$ROOT/references/worldmem
+DATA_ROOT=/proj/cvl/users/x_fahkh2/WorldMem_Repro/datasets/re10k_dfot/real-estate-10k
+MANIFEST=$ROOT/deployment/manifests/re10k_real_trajectory_h100_f399_scopes_v1.csv
+SEED=0
+JOB=$SLURM_JOB_ID
+RUN=geometry-forcing_re10k_100cases_seed${SEED}_job${JOB}
+OUTPUT=$REPO/outputs/$RUN
+
+export TMPDIR=$ROOT/cache
+export HF_HOME=$ROOT/cache/huggingface
+export TORCH_HOME=$ROOT/cache/torch
+export XDG_CACHE_HOME=$ROOT/cache
+export MPLCONFIGDIR=$ROOT/cache/matplotlib
+export TRITON_CACHE_DIR=$ROOT/cache
+export PYTHONNOUSERSITE=1
+export PYTHONUNBUFFERED=1
+export OMP_NUM_THREADS=4
+export MKL_NUM_THREADS=4
+export WANDB_MODE=disabled
+export HF_HUB_OFFLINE=1
+export TRANSFORMERS_OFFLINE=1
+mkdir -p "$TMPDIR" "$OUTPUT"
+cd "$REPO"
+
+"$PYTHON" "$ROOT/deployment/verify_node.py" --output "$OUTPUT"
+cp "$0" "$OUTPUT/launcher.sh"
+
+srun --ntasks=8 --gpus-per-task=1 --cpus-per-task=14 --cpu-bind=cores --kill-on-bad-exit=1 \
+    "$PYTHON" "$ROOT/shared/run_and_score.py" \
+    --method geometry-forcing \
+    --workspace-root "$ROOT" \
+    --metric-python "$METRIC_PYTHON" \
+    --worldmem-root "$WORLD_MEM_ROOT" \
+    --manifest "$MANIFEST" \
+    --data-root "$DATA_ROOT" \
+    --output "$OUTPUT" \
+    --scope final100 \
+    --seed "$SEED" \
+    --limit 100 \
+    --max-generated 300 \
+    --world-size 8
+
+srun --exclusive --exact --nodes=1 --ntasks=1 --gpus-per-task=1 --cpus-per-task=14 \
+    "$METRIC_PYTHON" "$ROOT/shared/aggregate.py" \
+    --output "$OUTPUT" \
+    --manifest "$MANIFEST" \
+    --dataset re10k \
+    --scope final100 \
+    --seed "$SEED"
+
diff --git a/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/method_manifest_rank0.json b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/method_manifest_rank0.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec8c5e36029d1b6d3161415bb644d32d1f8f43da
--- /dev/null
+++ b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/method_manifest_rank0.json
@@ -0,0 +1,48 @@
+{
+  "method": "Geometry Forcing",
+  "repository": "https://github.com/CIntellifusion/GeometryForcing",
+  "commit": "f5dfc6c5c3cbd2c0dad0121c0f7b161d2886e683",
+  "checkpoint": "/proj/cvl/users/x_fahkh2/worldmem-baseline-evals/checkpoints/geometry-forcing/geometry_forcing_state_dict.ckpt",
+  "checkpoint_source": "https://huggingface.co/Haoyuwu/GeometryForcing/blob/main/geometry_forcing_state_dict.ckpt",
+  "checkpoint_bytes": 1835451817,
+  "weight_policy": "released state_dict; no EMA substitution",
+  "checkpoint_pretrained_ema": null,
+  "loaded_backbone_tensors": 496,
+  "discarded_checkpoint_keys": [],
+  "parameter_tensors": 494,
+  "parameters": 458818051,
+  "trainable_tensors": 0,
+  "trainable_parameters": 0,
+  "frozen_parameters": 458818051,
+  "optimizer_groups": [],
+  "lr_stages": [],
+  "adapters_lora": [],
+  "activation_checkpointing": false,
+  "batch_size_per_gpu": 1,
+  "sampler": "official ContinuousDiffusion DDIM",
+  "sampling_steps": 50,
+  "ddim_eta": 0.0,
+  "history_guidance": {
+    "name": "stabilized_vanilla",
+    "scale": 4.0,
+    "stabilization": 0.02
+  },
+  "selector": "latest seven causal frames; ground-truth prefix only before timeline100",
+  "model_window": 16,
+  "active_window": 8,
+  "padding": "eight masked slots, current target camera repeated",
+  "observed_frames": 100,
+  "generated_frames_full": 300,
+  "resolution": [
+    256,
+    256
+  ],
+  "trajectory": "G0..G199,G199..G0",
+  "stride": 1,
+  "text_conditioning": null,
+  "vae": null,
+  "training_only_alignment": "disabled; not involved in generation and not present in released inference backbone",
+  "deviation_from_official_demo": "dense one-frame autoregression replaces sparse keyframe generation and interpolation",
+  "inference_precision": "float16 autocast; fp32 camera processing and model weights",
+  "torch": "2.8.0+cu128"
+}
diff --git a/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/method_manifest_rank1.json b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/method_manifest_rank1.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec8c5e36029d1b6d3161415bb644d32d1f8f43da
--- /dev/null
+++ b/results/worldmem-baseline-evals/geometry-forcing/geometry-forcing_re10k_100cases_seed0_job84979/method_manifest_rank1.json
@@ -0,0 +1,48 @@
+{
+  "method": "Geometry Forcing",
+  "repository": "https://github.com/CIntellifusion/GeometryForcing",
+  "commit": "f5dfc6c5c3cbd2c0dad0121c0f7b161d2886e683",
+  "checkpoint": "/proj/cvl/users/x_fahkh2/worldmem-baseline-evals/checkpoints/geometry-forcing/geometry_forcing_state_dict.ckpt",
+  "checkpoint_source": "https://huggingface.co/Haoyuwu/GeometryForcing/blob/main/geometry_forcing_state_dict.ckpt",
+  "checkpoint_bytes": 1835451817,
+  "weight_policy": "released state_dict; no EMA substitution",
+  "checkpoint_pretrained_ema": null,
+  "loaded_backbone_tensors": 496,
+  "discarded_checkpoint_keys": [],
+  "parameter_tensors": 494,
+  "parameters": 458818051,
+  "trainable_tensors": 0,
+  "trainable_parameters": 0,
+  "frozen_parameters": 458818051,
+  "optimizer_groups": [],
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+{
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