# Intermediate distribution restoration on Single-cell data (intermediate time points ti for i in {1, 2, 3}) Source: [Intermediate distribution restoration on Single-cell data (intermediate time points ti for i in {1, 2, 3})]() Collection index: [llms.txt]() Data updated: 2026-03-24T12:32:38.034Z Evaluation of models performing Intermediate distribution restoration on single-cell data, specifically focusing on intermediate time points (ti for i in {1, 2, 3}), typically assessed using the W1 metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Intermediate distribution restoration | | Dataset (including any stated split) | Single-cell data (intermediate time points ti for i in {1, 2, 3}) | | Metric | W1 Score | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 28 of 28 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [W1 Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | W1 Score | Result date | Report paper | | --- | --- | --- | --- | | OT-CFM | 0.79 | Not recorded | 698abbdcc97a0b3e3b5de25c | | OT-CFM | 0.79 | Not recorded | 68fa5e071e209131ce9debc1 | | \[SF\]2M-Exact | 0.793 | Not recorded | 698abbdcc97a0b3e3b5de25c | | \[SF\]2M-Exact | 0.793 | Not recorded | 68fa5e071e209131ce9debc1 | | ERM-Bridge | 0.809 | Not recorded | 698abbdcc97a0b3e3b5de25c | | LightSB-OU | 0.812 | Not recorded | 68fa5e071e209131ce9debc1 | | LightSB-OU | 0.815 | Not recorded | 698abbdcc97a0b3e3b5de25c | | SinkhornBridge | 0.818 | Not recorded | 698abbdcc97a0b3e3b5de25c | | LightSB | 0.823 | Not recorded | 698abbdcc97a0b3e3b5de25c | | LightSB | 0.823 | Not recorded | 68fa5e071e209131ce9debc1 | | Reg. CNF | 0.825 | Not recorded | 698abbdcc97a0b3e3b5de25c | | Reg. CNF | 0.825 | Not recorded | 68fa5e071e209131ce9debc1 | | T. Net | 0.848 | Not recorded | 698abbdcc97a0b3e3b5de25c | | T. Net | 0.848 | Not recorded | 68fa5e071e209131ce9debc1 | | DSB | 0.862 | Not recorded | 698abbdcc97a0b3e3b5de25c | | DSB | 0.862 | Not recorded | 68fa5e071e209131ce9debc1 | | I-CFM | 0.872 | Not recorded | 698abbdcc97a0b3e3b5de25c | | I-CFM | 0.872 | Not recorded | 68fa5e071e209131ce9debc1 | | \[SF\]2M-Geo | 0.879 | Not recorded | 698abbdcc97a0b3e3b5de25c | | \[SF\]2M-Geo | 0.879 | Not recorded | 68fa5e071e209131ce9debc1 | | NLSB | 0.97 | Not recorded | 698abbdcc97a0b3e3b5de25c | | NLSB | 0.97 | Not recorded | 68fa5e071e209131ce9debc1 | | \[SF\]2M-Sink | 1.198 | Not recorded | 698abbdcc97a0b3e3b5de25c | | \[SF\]2M-Sink | 1.198 | Not recorded | 68fa5e071e209131ce9debc1 | | SB-CFM | 1.221 | Not recorded | 698abbdcc97a0b3e3b5de25c | | SB-CFM | 1.221 | Not recorded | 68fa5e071e209131ce9debc1 | | DSBM | 1.775 | Not recorded | 698abbdcc97a0b3e3b5de25c | | DSBM | 1.775 | Not recorded | 68fa5e071e209131ce9debc1 | ### OT-CFM W1 Score: 0.79. Result ID: 699a2ac75698665ec4b04923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OT-CFM W1 Score: 0.79. Result ID: 69c2845c47f34ce924aa78cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### \[SF\]2M-Exact W1 Score: 0.793. Result ID: 699a2ac75698665ec4b04924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### \[SF\]2M-Exact W1 Score: 0.793. Result ID: 69c2845c47f34ce924aa78d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERM-Bridge W1 Score: 0.809. Result ID: 699a2ac75698665ec4b04925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightSB-OU W1 Score: 0.812. Result ID: 69c2845c47f34ce924aa78d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightSB-OU W1 Score: 0.815. Result ID: 699a2ac75698665ec4b04926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SinkhornBridge W1 Score: 0.818. Result ID: 699a2ac75698665ec4b04927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightSB W1 Score: 0.823. Result ID: 699a2ac75698665ec4b04928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightSB W1 Score: 0.823. Result ID: 69c2845c47f34ce924aa78d2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reg. CNF W1 Score: 0.825. Result ID: 699a2ac75698665ec4b04929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reg. CNF W1 Score: 0.825. Result ID: 69c2845c47f34ce924aa78d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T. Net W1 Score: 0.848. Result ID: 699a2ac75698665ec4b0492a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T. Net W1 Score: 0.848. Result ID: 69c2845c47f34ce924aa78d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSB W1 Score: 0.862. Result ID: 699a2ac75698665ec4b0492b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSB W1 Score: 0.862. Result ID: 69c2845c47f34ce924aa78d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-CFM W1 Score: 0.872. Result ID: 699a2ac75698665ec4b0492c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I-CFM W1 Score: 0.872. Result ID: 69c2845c47f34ce924aa78d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### \[SF\]2M-Geo W1 Score: 0.879. Result ID: 699a2ac75698665ec4b0492d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### \[SF\]2M-Geo W1 Score: 0.879. Result ID: 69c2845c47f34ce924aa78d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLSB W1 Score: 0.97. Result ID: 699a2ac75698665ec4b0492e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLSB W1 Score: 0.97. Result ID: 69c2845c47f34ce924aa78d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### \[SF\]2M-Sink W1 Score: 1.198. Result ID: 699a2ac75698665ec4b0492f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### \[SF\]2M-Sink W1 Score: 1.198. Result ID: 69c2845c47f34ce924aa78d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SB-CFM W1 Score: 1.221. Result ID: 699a2ac75698665ec4b04930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SB-CFM W1 Score: 1.221. Result ID: 69c2845c47f34ce924aa78da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSBM W1 Score: 1.775. Result ID: 699a2ac75698665ec4b04931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSBM W1 Score: 1.775. Result ID: 69c2845c47f34ce924aa78db. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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