Unverified50% confidenceBenchmarkExact time
On the three datasets RE10K, ACID and DL3DV, MFGS saves 99.76% to 99.86% of bitrate as measured by BD-rate (the average percentage of bitrate saved relative to the baseline method at the same reconstruction quality).
1
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50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
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UnverifiedBD-rate is a common bitrate-saving metric in the video/image compression field, denoting the average percentage of bitrate saved by a new method relative to a baseline method at the same reconstruction quality, obtained by integrally comparing the rate-distortion curves.75% similarUnverifiedTaking D=4096 and r=8 as an example, the number of LoRA parameters is only 0.39% of the original, with a 250-fold reduction in computation.64% similarUnverifiedL and M levels barely survive at about 10% coverage; H level can recover from about 30% coverage.64% similarUnverifiedAn EMNLP study found that 4-bit models suffer an average retrieval loss of 23% at 128,000 tokens, with 70B LLaMA losing one-third of its score while QWEN of the same scale loses almost none.64% similarUnverifiedReplay Ratio (UTD) refers to the number of gradient update steps the Learner performs per step of environment data collected; standard DQN typically uses a value of 1 or lower.62% similar
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