Reversible-Flow-Adaptation
Collection
Test-Time Adaptation for robotic control using Rectified Flows. • 8 items • Updated • 1
seed int32 1 42 | step int32 0 614k | joint_torques listlengths 7 7 |
|---|---|---|
1 | 0 | [
-1.8153965473175049,
1.6840274333953857,
-1.7011078596115112,
-0.9872311353683472,
2.1037051677703857,
1.725929856300354,
-2.5394914150238037
] |
1 | 1 | [
0.0068314168602228165,
-0.3503587245941162,
-0.035993967205286026,
-2.2504611015319824,
0.2212081402540207,
3.5634937286376953,
-0.13820844888687134
] |
1 | 2 | [
0.010834516026079655,
-2.3830103874206543,
1.6086493730545044,
-3.5108258724212646,
-1.5774459838867188,
5.3956379890441895,
2.2398386001586914
] |
1 | 3 | [
0.04661458358168602,
-0.4268694519996643,
-0.16728709638118744,
-1.4793000221252441,
0.40540611743927,
6.946131706237793,
4.589945316314697
] |
1 | 4 | [
-1.865827202796936,
-2.4633285999298096,
1.6652830839157104,
-2.7435662746429443,
-1.3294696807861328,
8.764687538146973,
6.934201717376709
] |
1 | 5 | [
0.1883908361196518,
-0.8320675492286682,
-0.20867463946342468,
-3.7964441776275635,
0.6522493958473206,
7.675663471221924,
4.529725074768066
] |
1 | 6 | [
-1.8624531030654907,
-2.5461316108703613,
1.637364149093628,
-1.949771761894226,
-1.1530554294586182,
6.2037672996521,
6.876927375793457
] |
1 | 7 | [
0.19267727434635162,
-0.9184042811393738,
-0.2330455631017685,
-3.0176584720611572,
0.8304861783981323,
8.079143524169922,
4.474539756774902
] |
1 | 8 | [
-1.8597233295440674,
-2.9587337970733643,
1.6065351963043213,
-4.2721662521362305,
-0.9022855162620544,
6.936965465545654,
6.816834926605225
] |
1 | 9 | [
0.19734355807304382,
-1.0067178010940552,
-0.25490501523017883,
-2.2365875244140625,
1.0073717832565308,
8.478376388549805,
4.4199323654174805
] |
1 | 10 | [
-1.8568830490112305,
-3.0466525554656982,
1.5843684673309326,
-3.4966704845428467,
-0.728461503982544,
7.335126876831055,
6.762485504150391
] |
1 | 11 | [
0.20197844505310059,
-1.0982654094696045,
-0.274048388004303,
-1.4620616436004639,
1.1834050416946411,
8.875677108764648,
4.365838527679443
] |
1 | 12 | [
-1.8537709712982178,
-3.1393239498138428,
1.5657042264938354,
-2.72691011428833,
-0.5549265146255493,
7.7300238609313965,
6.708642482757568
] |
1 | 13 | [
0.20421193540096283,
-1.5371977090835571,
-0.2966594994068146,
-3.781837224960327,
1.4339812994003296,
6.636436939239502,
4.305585861206055
] |
1 | 14 | [
-1.8504972457885742,
-3.2350852489471436,
1.549463152885437,
-1.9559834003448486,
-0.38237035274505615,
8.131891250610352,
6.655473709106445
] |
1 | 15 | [
2.058539867401123,
1.6907932758331299,
-1.87355375289917,
-0.9851292967796326,
-1.7038382291793823,
1.722829818725586,
-2.5159730911254883
] |
1 | 16 | [
-0.0006417719414457679,
-0.34886887669563293,
-0.03343461826443672,
-2.2502098083496094,
0.24296407401561737,
3.56506609916687,
-0.1384332925081253
] |
1 | 17 | [
-0.35839536786079407,
-2.382599353790283,
1.5435991287231445,
-3.510598659515381,
-1.5391432046890259,
5.397952556610107,
2.2369260787963867
] |
1 | 18 | [
1.6926153898239136,
-0.4218154847621918,
-0.32579198479652405,
-1.4793199300765991,
0.36661577224731445,
6.946569919586182,
4.599133491516113
] |
1 | 19 | [
-0.3602627217769623,
-2.45854115486145,
1.5137947797775269,
-2.7434873580932617,
-1.360119104385376,
8.765321731567383,
6.942490577697754
] |
1 | 20 | [
1.6912845373153687,
-0.8280282020568848,
-0.36067506670951843,
-3.7963738441467285,
0.6226397156715393,
7.6759796142578125,
4.537917137145996
] |
1 | 21 | [
-0.36296892166137695,
-2.5421228408813477,
1.4855166673660278,
-1.9495080709457397,
-1.1826173067092896,
6.204145431518555,
6.88511323928833
] |
1 | 22 | [
1.6895561218261719,
-0.9150518178939819,
-0.3858288526535034,
-3.017472267150879,
0.8015750050544739,
8.079198837280273,
4.482621192932129
] |
1 | 23 | [
-0.36593562364578247,
-2.955395460128784,
1.4533421993255615,
-4.271768093109131,
-0.9304463863372803,
6.937161445617676,
6.824831485748291
] |
1 | 24 | [
1.688265085220337,
-1.003889799118042,
-0.4089752733707428,
-2.2363390922546387,
0.9789388179779053,
8.478199005126953,
4.4279022216796875
] |
1 | 25 | [
-0.3690296411514282,
-3.043872833251953,
1.4292750358581543,
-3.496150493621826,
-0.7561110258102417,
7.335094451904297,
6.770370960235596
] |
1 | 26 | [
1.6869418621063232,
-1.0959198474884033,
-0.43040093779563904,
-1.4617763757705688,
1.1554447412490845,
8.875277519226074,
4.37369441986084
] |
1 | 27 | [
-0.3720773160457611,
-3.1370489597320557,
1.4078514575958252,
-2.726314067840576,
-0.5820631384849548,
7.729769706726074,
6.716409206390381
] |
1 | 28 | [
1.683888554573059,
-1.5351691246032715,
-0.4563698470592499,
-3.7815279960632324,
1.4071071147918701,
6.635802268981934,
4.313261985778809
] |
1 | 29 | [
-0.3750344514846802,
-3.233388900756836,
1.3885337114334106,
-1.9551984071731567,
-0.40937384963035583,
8.131394386291504,
6.663116455078125
] |
1 | 30 | [
-2.0457868576049805,
1.6928234100341797,
1.8378349542617798,
-0.9810336828231812,
1.9512218236923218,
1.7252298593521118,
2.2175204753875732
] |
1 | 31 | [
0.007783410605043173,
-0.3490961194038391,
-0.040183473378419876,
-2.2500905990600586,
0.22517633438110352,
3.566171884536743,
4.5756707191467285
] |
1 | 32 | [
0.03729559853672981,
-2.3832008838653564,
1.1805665493011475,
-3.511214017868042,
-1.55515718460083,
5.398608207702637,
6.928509712219238
] |
1 | 33 | [
-1.1525622606277466,
-0.4283134937286377,
-0.5352054238319397,
-1.4798065423965454,
0.4756888449192047,
6.9492411613464355,
4.5115203857421875
] |
1 | 34 | [
0.6679332256317139,
-2.4585678577423096,
1.1271977424621582,
-2.7440836429595947,
-1.4028555154800415,
8.764273643493652,
6.878631114959717
] |
1 | 35 | [
-1.1514720916748047,
-0.8347496390342712,
-0.5618547201156616,
-3.797063112258911,
0.7333657145500183,
7.678118705749512,
4.4511566162109375
] |
1 | 36 | [
0.6695467829704285,
-2.542820692062378,
1.1040921211242676,
-1.9500900506973267,
-1.225561261177063,
6.202807426452637,
6.8220014572143555
] |
1 | 37 | [
-1.1491323709487915,
-0.921927809715271,
-0.5803961157798767,
-3.0184032917022705,
0.9141497015953064,
8.080881118774414,
4.396637916564941
] |
1 | 38 | [
0.6696344614028931,
-2.956805944442749,
1.0761139392852783,
-4.272282123565674,
-0.9750940203666687,
6.935445785522461,
6.762549877166748
] |
1 | 39 | [
-1.1465904712677002,
-1.010966420173645,
-0.5970231890678406,
-2.237429141998291,
1.0931779146194458,
8.479411125183105,
4.342695713043213
] |
1 | 40 | [
0.6706265807151794,
-3.045971632003784,
1.0556162595748901,
-3.4965949058532715,
-0.8022421598434448,
7.333001136779785,
6.708845138549805
] |
1 | 41 | [
-1.14411461353302,
-1.10321044921875,
-0.613012969493866,
-1.463003158569336,
1.2705538272857666,
8.876099586486816,
4.289249420166016
] |
1 | 42 | [
0.671670138835907,
-3.1398375034332275,
1.036981463432312,
-2.726607084274292,
-0.6303660273551941,
7.7273335456848145,
6.655640125274658
] |
1 | 43 | [
-1.1435521841049194,
-1.542717695236206,
-0.6342998147010803,
-3.7828714847564697,
1.5215091705322266,
6.6362738609313965,
4.22962760925293
] |
1 | 44 | [
0.6727767586708069,
-3.2367146015167236,
1.0185569524765015,
-1.955451488494873,
-0.4597342014312744,
8.128625869750977,
6.603048324584961
] |
1 | 45 | [
1.8134968280792236,
-1.9785981178283691,
1.6530749797821045,
-1.1827201843261719,
1.780535340309143,
1.6599482297897339,
2.241478204727173
] |
1 | 46 | [
0.0007348345825448632,
-0.34816625714302063,
-0.03835398703813553,
-2.248838424682617,
0.23021017014980316,
3.5646631717681885,
4.575578689575195
] |
1 | 47 | [
-0.35288116335868835,
-2.38747239112854,
1.1503818035125732,
-3.5099472999572754,
-1.5366737842559814,
5.396122932434082,
6.925853252410889
] |
1 | 48 | [
1.6981053352355957,
-0.431926429271698,
-0.7171235084533691,
-1.4777108430862427,
0.36987757682800293,
6.9428205490112305,
4.52833366394043
] |
1 | 49 | [
-0.35558146238327026,
-2.4721837043762207,
1.1276849508285522,
-2.7424118518829346,
-1.3567994832992554,
8.759965896606445,
6.87215518951416
] |
1 | 50 | [
1.6957428455352783,
-0.846799373626709,
-0.7446133494377136,
-3.7944164276123047,
0.626370906829834,
7.669678211212158,
4.467957019805908
] |
1 | 51 | [
-0.3580363988876343,
-2.564528703689575,
1.1062371730804443,
-1.9479191303253174,
-1.1778841018676758,
6.196249961853027,
6.815509796142578
] |
1 | 52 | [
1.694624900817871,
-0.9425078630447388,
-0.7637097239494324,
-3.0150749683380127,
0.8062970638275146,
8.070427894592285,
4.413412094116211
] |
1 | 53 | [
-0.36165669560432434,
-2.9867441654205322,
1.0793378353118896,
-4.269599437713623,
-0.9257119297981262,
6.926826477050781,
6.756015300750732
] |
1 | 54 | [
1.693749189376831,
-1.0400102138519287,
-0.7820919752120972,
-2.2335264682769775,
0.9840734004974365,
8.466949462890625,
4.359414577484131
] |
1 | 55 | [
-0.3646305799484253,
-3.0843143463134766,
1.0591450929641724,
-3.4933700561523438,
-0.7513262033462524,
7.322341442108154,
6.702271938323975
] |
1 | 56 | [
1.6926730871200562,
-1.141050934791565,
-0.8003734350204468,
-1.4584598541259766,
1.1600757837295532,
8.86150074005127,
4.3059468269348145
] |
1 | 57 | [
-0.36741167306900024,
-3.186770439147949,
1.0400522947311401,
-2.7228734493255615,
-0.5781130194664001,
7.714498519897461,
6.6490302085876465
] |
1 | 58 | [
1.69021475315094,
-1.589577555656433,
-0.824630081653595,
-3.7776975631713867,
1.409810185432434,
6.6194305419921875,
4.246302604675293
] |
1 | 59 | [
-0.3664555251598358,
-0.7877459526062012,
1.0259207487106323,
-1.8015204668045044,
-0.3849130868911743,
8.14779281616211,
6.596066474914551
] |
1 | 60 | [
-1.8230489492416382,
-1.9954420328140259,
-1.7075480222702026,
-1.1886924505233765,
2.0773940086364746,
1.6640315055847168,
-2.53873610496521
] |
1 | 61 | [
0.006695030722767115,
-0.348008394241333,
-0.03453939035534859,
-2.248875379562378,
0.22146520018577576,
3.563148260116577,
-0.1381794661283493
] |
1 | 62 | [
0.021500036120414734,
-2.3850176334381104,
1.5463848114013672,
-3.509232521057129,
-1.574643611907959,
5.393978595733643,
2.2395827770233154
] |
1 | 63 | [
-0.4505295157432556,
-0.4344451427459717,
-0.20519356429576874,
-1.477374792098999,
0.427553653717041,
6.943580627441406,
4.586688995361328
] |
1 | 64 | [
1.3665050268173218,
-2.4671037197113037,
1.4526309967041016,
-2.741917610168457,
-1.450781226158142,
8.7572603225708,
6.95336389541626
] |
1 | 65 | [
-0.4510762095451355,
-0.8498403429985046,
-0.2385874092578888,
-3.7943997383117676,
0.6842554807662964,
7.669363021850586,
4.525633335113525
] |
1 | 66 | [
1.365077257156372,
-2.560643434524536,
1.4231162071228027,
-1.9475698471069336,
-1.2753995656967163,
6.192746639251709,
6.896060943603516
] |
1 | 67 | [
-0.4520667493343353,
-0.9461244344711304,
-0.2630194425582886,
-3.015394687652588,
0.8634603023529053,
8.069133758544922,
4.4704203605651855
] |
1 | 68 | [
1.3629469871520996,
-2.9841420650482178,
1.3898605108261108,
-4.269376277923584,
-1.0261567831039429,
6.922494411468506,
6.835943698883057
] |
1 | 69 | [
-0.4528307318687439,
-1.0445539951324463,
-0.284458190202713,
-2.234125852584839,
1.041243314743042,
8.46468734741211,
4.415811538696289
] |
1 | 70 | [
1.3608331680297852,
-3.08310604095459,
1.36526620388031,
-3.4932219982147217,
-0.8543680906295776,
7.3171210289001465,
6.781595230102539
] |
1 | 71 | [
-0.4533531665802002,
-1.1461429595947266,
-0.3040030598640442,
-1.4593042135238647,
1.218064308166504,
8.858362197875977,
4.361724376678467
] |
1 | 72 | [
1.358877420425415,
-3.1867806911468506,
1.3436185121536255,
-2.722740888595581,
-0.6826345324516296,
7.7084174156188965,
6.727755069732666
] |
1 | 73 | [
-0.4557933211326599,
-1.5954440832138062,
-0.32779911160469055,
-3.7787389755249023,
1.46932053565979,
6.615464687347412,
4.301455974578857
] |
1 | 74 | [
1.3602012395858765,
-0.5346354246139526,
1.3272653818130493,
-1.7863168716430664,
-0.48791390657424927,
8.144279479980469,
6.674086093902588
] |
1 | 75 | [
-1.8160480260849,
-1.9967248439788818,
-1.7016736268997192,
-1.1863654851913452,
-1.5857740640640259,
1.6643145084381104,
-2.538419485092163
] |
1 | 76 | [
0.0061737047508358955,
-0.34800857305526733,
-0.03523019328713417,
-2.248936891555786,
0.23816029727458954,
3.563471794128418,
-0.1382448673248291
] |
1 | 77 | [
0.04319765418767929,
-2.384890556335449,
1.574240803718567,
-3.5092151165008545,
-1.5577257871627808,
5.394632816314697,
2.239821672439575
] |
1 | 78 | [
-1.4694410562515259,
-0.4365602135658264,
-0.1283695101737976,
-1.4772975444793701,
0.48451098799705505,
6.944553852081299,
4.580726146697998
] |
1 | 79 | [
0.34941110014915466,
-2.4693968296051025,
1.5288535356521606,
-2.741795539855957,
-1.3944690227508545,
8.7587308883667,
6.94743537902832
] |
1 | 80 | [
-1.4662165641784668,
-0.8513929843902588,
-0.16219459474086761,
-3.7944276332855225,
0.7409846186637878,
7.670485496520996,
4.5197062492370605
] |
1 | 81 | [
0.35203397274017334,
-2.5624303817749023,
1.4991716146469116,
-1.9475295543670654,
-1.2188386917114258,
6.1943583488464355,
6.8902363777160645
] |
1 | 82 | [
-1.463120698928833,
-0.9470947980880737,
-0.18641382455825806,
-3.0155234336853027,
0.9207097887992859,
8.07038688659668,
4.464594841003418
] |
1 | 83 | [
0.3539005219936371,
-2.9855024814605713,
1.4664087295532227,
-4.269404888153076,
-0.9684755206108093,
6.9242024421691895,
6.830162048339844
] |
1 | 84 | [
-1.459757685661316,
-1.0449604988098145,
-0.20740297436714172,
-2.2343626022338867,
1.0991767644882202,
8.466064453125,
4.410099983215332
] |
1 | 85 | [
0.35597848892211914,
-3.083925485610962,
1.4425297975540161,
-3.4933278560638428,
-0.795895516872406,
7.318925380706787,
6.77592134475708
] |
1 | 86 | [
-1.4561349153518677,
-1.1458956003189087,
-0.2260086089372635,
-1.4596285820007324,
1.2767328023910522,
8.859894752502441,
4.356106281280518
] |
1 | 87 | [
0.3582283854484558,
-3.187147855758667,
1.4221417903900146,
-2.7229185104370117,
-0.6235263347625732,
7.710386276245117,
6.722188472747803
] |
1 | 88 | [
-1.4548122882843018,
-1.5947579145431519,
-0.2484043538570404,
-3.779146194458008,
1.5292692184448242,
6.617175102233887,
4.295889377593994
] |
1 | 89 | [
0.3632182776927948,
-0.561451256275177,
1.4069985151290894,
-1.7880425453186035,
-0.42777636647224426,
8.146028518676758,
6.668580055236816
] |
1 | 90 | [
-2.038785696029663,
1.6915408372879028,
1.843709111213684,
-0.9787065982818604,
-1.7119462490081787,
1.725512981414795,
2.217836856842041
] |
1 | 91 | [
0.007254436612129211,
-0.34913188219070435,
-0.040797505527734756,
-2.2500905990600586,
0.24140290915966034,
3.566074848175049,
4.5756402015686035
] |
1 | 92 | [
0.059468407183885574,
-2.3831419944763184,
1.205274224281311,
-3.511141061782837,
-1.538633942604065,
5.398766040802002,
6.92877197265625
] |
1 | 93 | [
-1.7589696645736694,
-0.4292122721672058,
-0.48126697540283203,
-1.4798799753189087,
0.5165299773216248,
6.949252605438232,
4.508047580718994
] |
1 | 94 | [
0.06260788440704346,
-2.4596035480499268,
1.1807459592819214,
-2.7440972328186035,
-1.3621172904968262,
8.764781951904297,
6.875172138214111
] |
1 | 95 | [
-1.7556082010269165,
-0.8355097770690918,
-0.5081869959831238,
-3.797170877456665,
0.7745525240898132,
7.6780853271484375,
4.447686672210693
] |
1 | 96 | [
0.0666690319776535,
-2.5438201427459717,
1.1575477123260498,
-1.950124740600586,
-1.1844117641448975,
6.2032575607299805,
6.818612575531006
] |
1 | 97 | [
-1.7508405447006226,
-0.9225381016731262,
-0.5266284346580505,
-3.0185461044311523,
0.9560259580612183,
8.080818176269531,
4.393235683441162
] |
1 | 98 | [
0.06912446022033691,
-2.9575748443603516,
1.1297948360443115,
-4.272365570068359,
-0.9326465129852295,
6.935823917388916,
6.759174346923828
] |
1 | 99 | [
-1.6902498006820679,
-1.0113345384597778,
-0.5455564260482788,
-2.2376041412353516,
1.133613109588623,
8.479266166687012,
4.339691638946533
] |
This dataset contains Proportional-Derivative (PD) corrective joint torques generated during Test-Time Adaptation (TTA) simulations for the Panda environment using the reversible_flow policy. The dataset is structured for use in downstream machine learning workflows (such as training secondary diffusion or flow-matching models).
The continuous joint_torques have been standardized globally to zero-mean and unit-variance across all seeds.
To un-normalize the data back to raw physical torque values, use the following constants:
[-0.0009676102199591696, -0.023507313802838326, 0.0030434136278927326, -0.05878295749425888, 0.002191409934312105, 0.03670020028948784, 0.01815200224518776][0.4676210284233093, 0.4455776810646057, 0.6085122227668762, 0.7007313966751099, 0.15731249749660492, 0.19476990401744843, 0.12277533859014511]from datasets import load_dataset
dataset = load_dataset("elprofesoriqo/panda_reversible_flow")