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lines changed Original file line number Diff line number Diff line change @@ -266,7 +266,7 @@ <h3>Robustness & Generalization</h3>
266266
267267 < div >
268268 < div class ="media ">
269- < video style ="pointer-events: none; " src ="https://assets.kinetixai.cn/rise3/backpack_anti_disturbance_self_recovery_RISE_compressed .mp4 " autoplay muted loop playsinline > </ video >
269+ < video style ="pointer-events: none; " src ="https://assets.kinetixai.cn/rise3/backpack_anti_disturbance_self_recovery_RISE_compressed1 .mp4 " autoplay muted loop playsinline > </ video >
270270 </ div >
271271 < div class ="caption ">
272272 < b > Self-Correction & Robustness</ b >
@@ -365,6 +365,9 @@ <h3>Key Component#2: Self-Improving Loop</h3>
365365< section id ="results ">
366366 < h2 > Results</ h2 >
367367 < h3 > Main Results</ h3 >
368+ < p class ="small " style ="margin-bottom:12px ">
369+ RISE outperforms all baselines with +35% on brick sorting, +45% on backpack packing, and +35% on box closing through world model imagination.
370+ </ p >
368371
369372 < div class ="card " style ="padding:14px; margin-top:10px ">
370373 < div class ="toolbar ">
@@ -405,6 +408,10 @@ <h3>Main Results</h3>
405408 < hr />
406409
407410 < h3 > Ablations</ h3 >
411+ < p class ="small " style ="margin-bottom:12px ">
412+ < b > Left:</ b > Optimal offline ratio (0.6) balances demonstrations with online rollouts.< br />
413+ < b > Right:</ b > Both online actions and states essential; full RISE with all components achieves best performance.
414+ </ p >
408415 < div class ="grid2 ablation-grid " style ="margin-top:10px ">
409416 < div class ="card ">
410417 < div class ="canvas-wrap ">
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