Use key-only DeMemWM pose geometry

Fix DeMemWM memory dropout and inference stabilization

Optimize DeMemWM dynamic selection defaults

Use multiview dynamic memory online

Fix DeMemWM revisit metric import

Update DeMemWM validation metrics and launchers

Prune inactive DeMemWM inference memory streams

Refactor DeMemWM inference memory streams by key

Make DeMemWM memory streams self-only

Allow noncausal DeMemWM revisit selection

Match DeMemWM online dynamic stream readout

Use wrapped pose deltas for DeMemWM dynamic scoring

Add DeMemWM memory sheet diagnostics

Add DeMemWM long-horizon eval metrics

Fix W&B validation step logging

Add frame memory timestamp conditioning

Use configured focal length in DeMemWM geometry

Improve DeMemWM memory selection pipeline

Add DeMemWM optimizer LR groups and warmup

Show DeMemWM training loss in progress bar

Add DeMemWM rollout progress metrics

Simplify DeMemWM memory noise modes

code clean up

Trust DeMemWM Plucker geometry metadata

Use fp32 for DeMemWM Plucker geometry

Validate DeMemWM DiT stream boundaries

Remove stale DeMemWM raw-video helpers

Fix DeMemWM validation rollout packing

Add DeMemWM image-space validation metrics

Warn on missing DeMemWM Plucker geometry

Fail fast for DeMemWM interactive path

Remove DeMemWM raw training fallback

Remove stale DeMemWM pose debug comments

Remove DeMemWM model debugger traps

Remove DeMemWM attention debugger trap

Remove DeMemWM df_base debugger trap

Remove unused DeMemWM pose export

Remove stale DeMemWM raw validation path

Add DeMemWM trainability controls

Add DeMemWM memory noise routing

Add DeMemWM geometry-aware memory attention

Implement DeMemWM online validation memory

Clean up DeMemWM naming and memory path

Add DeMemWM model acceptance checks

Return target-only DeMemWM DiT outputs

Build DeMemWM frame memory geometry cache

Add DeMemWM frame memory reference attention

Add DeMemWM segment-aware temporal mask

Thread DeMemWM frame memory pose metadata

Slice DeMemWM diffusion updates to target frames