• biconomyBiconomy (BICO) $ 0.301426
  • biconomyBiconomy (BICO) $ 0.301426
  • mimblewimblecoinMimbleWimbleCoin (MWC) $ 25.05
  • mimblewimblecoinMimbleWimbleCoin (MWC) $ 25.05
  • 0x0-ai-ai-smart-contract0x0.ai: AI Smart Contract (0X0) $ 0.306805
  • 0x0-ai-ai-smart-contract0x0.ai: AI Smart Contract (0X0) $ 0.306805
  • radixRadix (XRD) $ 0.025668
  • radixRadix (XRD) $ 0.025668
  • bonfidaSolana Name Service (FIDA) $ 0.272889
  • bonfidaSolana Name Service (FIDA) $ 0.272889
  • amnis-aptosAmnis Aptos (AMAPT) $ 10.65
  • amnis-aptosAmnis Aptos (AMAPT) $ 10.65
  • wilder-worldWilder World (WILD) $ 0.823553
  • wilder-worldWilder World (WILD) $ 0.823553
  • loopringLoopring (LRC) $ 0.214376
  • loopringLoopring (LRC) $ 0.214376
  • across-protocolAcross Protocol (ACX) $ 0.601449
  • across-protocolAcross Protocol (ACX) $ 0.601449
  • griffainGRIFFAIN (GRIFFAIN) $ 0.263012
  • griffainGRIFFAIN (GRIFFAIN) $ 0.263012
  • skaleSKALE (SKL) $ 0.050758
  • skaleSKALE (SKL) $ 0.050758
  • moo-dengMoo Deng (MOODENG) $ 0.265367
  • moo-dengMoo Deng (MOODENG) $ 0.265367
  • simon-s-catSimon's Cat (CAT) $ 0.000039
  • simon-s-catSimon's Cat (CAT) $ 0.000039
  • wrapped-beacon-ethWrapped Beacon ETH (WBETH) $ 3,661.33
  • wrapped-beacon-ethWrapped Beacon ETH (WBETH) $ 3,661.33
  • coinex-tokenCoinEx (CET) $ 0.094351
  • coinex-tokenCoinEx (CET) $ 0.094351
  • cow-protocolCoW Protocol (COW) $ 0.885840
  • cow-protocolCoW Protocol (COW) $ 0.885840
  • uxlinkUXLINK (UXLINK) $ 1.49
  • uxlinkUXLINK (UXLINK) $ 1.49
  • mantle-bridged-usdt-mantleMantle Bridged USDT (Mantle) (USDT) $ 1.00
  • mantle-bridged-usdt-mantleMantle Bridged USDT (Mantle) (USDT) $ 1.00
  • rocket-poolRocket Pool (RPL) $ 12.06
  • rocket-poolRocket Pool (RPL) $ 12.06
  • paal-aiPAAL AI (PAAL) $ 0.285710
  • paal-aiPAAL AI (PAAL) $ 0.285710
  • solayer-staked-solSolayer Staked SOL (SSOL) $ 202.23
  • solayer-staked-solSolayer Staked SOL (SSOL) $ 202.23
  • shiro-neko-2Shiro Neko (SHIRO) $ 0.00000025
  • shiro-neko-2Shiro Neko (SHIRO) $ 0.00000025
  • project-galaxyGalxe (GAL) $ 1.95
  • project-galaxyGalxe (GAL) $ 1.95
  • wrapped-ether-mantle-bridgeWrapped Ether (Mantle Bridge) (WETH) $ 3,468.85
  • wrapped-ether-mantle-bridgeWrapped Ether (Mantle Bridge) (WETH) $ 3,468.85
  • bazaarsBazaars (BZR) $ 21.50
  • bazaarsBazaars (BZR) $ 21.50
  • insurance-2INSURANCE (INSURANCE) $ 13.12
  • insurance-2INSURANCE (INSURANCE) $ 13.12
  • kaminoKamino (KMNO) $ 0.181891
  • kaminoKamino (KMNO) $ 0.181891
  • redbelly-network-tokenRedbelly Network (RBNT) $ 0.240084
  • redbelly-network-tokenRedbelly Network (RBNT) $ 0.240084
  • ski-mask-dogSki Mask Dog (SKI) $ 0.243997
  • ski-mask-dogSki Mask Dog (SKI) $ 0.243997
  • vethor-tokenVeThor (VTHO) $ 0.002876
  • vethor-tokenVeThor (VTHO) $ 0.002876
  • availAvail (AVAIL) $ 0.126662
  • availAvail (AVAIL) $ 0.126662
  • nxmNexus Mutual (NXM) $ 72.31
  • nxmNexus Mutual (NXM) $ 72.31
  • nosanaNosana (NOS) $ 2.85
  • nosanaNosana (NOS) $ 2.85
  • cotiCOTI (COTI) $ 0.131233
  • cotiCOTI (COTI) $ 0.131233
  • andy-the-wisguyANDY ETH (ANDY) $ 0.000233
  • andy-the-wisguyANDY ETH (ANDY) $ 0.000233
  • elixir-deusdElixir deUSD (DEUSD) $ 0.999932
  • elixir-deusdElixir deUSD (DEUSD) $ 0.999932
  • moonbeamMoonbeam (GLMR) $ 0.251218
  • moonbeamMoonbeam (GLMR) $ 0.251218
  • zelcashFlux (FLUX) $ 0.621279
  • zelcashFlux (FLUX) $ 0.621279
  • band-protocolBand Protocol (BAND) $ 1.52
  • band-protocolBand Protocol (BAND) $ 1.52
  • frax-shareFrax Share (FXS) $ 2.70
  • frax-shareFrax Share (FXS) $ 2.70
  • lcxLCX (LCX) $ 0.297198
  • lcxLCX (LCX) $ 0.297198
  • supraSupra (SUPRA) $ 0.035413
  • supraSupra (SUPRA) $ 0.035413
  • umaUMA (UMA) $ 2.75
  • umaUMA (UMA) $ 2.75
  • treehouse-ethTreehouse ETH (TETH) $ 4,108.54
  • treehouse-ethTreehouse ETH (TETH) $ 4,108.54
  • cetus-protocolCetus Protocol (CETUS) $ 0.364809
  • cetus-protocolCetus Protocol (CETUS) $ 0.364809
  • constitutiondaoConstitutionDAO (PEOPLE) $ 0.044983
  • constitutiondaoConstitutionDAO (PEOPLE) $ 0.044983
  • cheems-tokenCheems Token (CHEEMS) $ 0.000001
  • cheems-tokenCheems Token (CHEEMS) $ 0.000001
  • nemNEM (XEM) $ 0.025157
  • nemNEM (XEM) $ 0.025157
  • blastBlast (BLAST) $ 0.009434
  • blastBlast (BLAST) $ 0.009434
  • lorenzo-stbtcLorenzo stBTC (STBTC) $ 97,182.00
  • lorenzo-stbtcLorenzo stBTC (STBTC) $ 97,182.00
  • hypurr-funHypurr Fun (HFUN) $ 219.59
  • hypurr-funHypurr Fun (HFUN) $ 219.59
  • delysiumDelysium (AGI) $ 0.165325
  • delysiumDelysium (AGI) $ 0.165325
  • big-timeBig Time (BIGTIME) $ 0.157846
  • big-timeBig Time (BIGTIME) $ 0.157846
  • non-playable-coinNon-Playable Coin (NPC) $ 0.027020
  • non-playable-coinNon-Playable Coin (NPC) $ 0.027020
  • quoriumQuorium (QGOLD) $ 2,576.85
  • quoriumQuorium (QGOLD) $ 2,576.85
  • apu-s-clubApu Apustaja (APU) $ 0.000642
  • apu-s-clubApu Apustaja (APU) $ 0.000642
  • moonwell-artemisMoonwell (WELL) $ 0.069473
  • moonwell-artemisMoonwell (WELL) $ 0.069473
  • constellation-labsConstellation (DAG) $ 0.060803
  • constellation-labsConstellation (DAG) $ 0.060803
  • ontologyOntology (ONT) $ 0.236251
  • ontologyOntology (ONT) $ 0.236251
  • yield-guild-gamesYield Guild Games (YGG) $ 0.523270
  • yield-guild-gamesYield Guild Games (YGG) $ 0.523270
  • sun-tokenSun Token (SUN) $ 0.021832
  • sun-tokenSun Token (SUN) $ 0.021832
  • audiusAudius (AUDIO) $ 0.165651
  • audiusAudius (AUDIO) $ 0.165651
  • chromawayChromia (CHR) $ 0.256961
  • chromawayChromia (CHR) $ 0.256961
  • g-tokenGravity (G) $ 0.029275
  • g-tokenGravity (G) $ 0.029275
  • compound-ethercETH (CETH) $ 69.65
  • compound-ethercETH (CETH) $ 69.65
  • casper-networkCasper Network (CSPR) $ 0.016707
  • casper-networkCasper Network (CSPR) $ 0.016707
  • digibyteDigiByte (DGB) $ 0.012078
  • digibyteDigiByte (DGB) $ 0.012078
  • hivemapperHivemapper (HONEY) $ 0.068013
  • hivemapperHivemapper (HONEY) $ 0.068013
  • humans-aiHumans.ai (HEART) $ 0.032712
  • humans-aiHumans.ai (HEART) $ 0.032712
  • fwogFwog (FWOG) $ 0.215152
  • fwogFwog (FWOG) $ 0.215152
  • tars-protocolTARS AI (TAI) $ 0.358514
  • tars-protocolTARS AI (TAI) $ 0.358514
  • abtcaBTC (ABTC) $ 96,923.00
  • abtcaBTC (ABTC) $ 96,923.00
  • vvs-financeVVS Finance (VVS) $ 0.000004
  • vvs-financeVVS Finance (VVS) $ 0.000004
  • ponkePONKE (PONKE) $ 0.372433
  • ponkePONKE (PONKE) $ 0.372433
  • gmt-tokenGoMining Token (GOMINING) $ 0.493733
  • gmt-tokenGoMining Token (GOMINING) $ 0.493733
  • swipeSolar (SXP) $ 0.321393
  • swipeSolar (SXP) $ 0.321393
  • api3API3 (API3) $ 1.71
  • api3API3 (API3) $ 1.71
  • singularitynetSingularityNET (AGIX) $ 0.599093
  • singularitynetSingularityNET (AGIX) $ 0.599093
  • space-idSPACE ID (ID) $ 0.463285
  • space-idSPACE ID (ID) $ 0.463285
  • nanoNano (XNO) $ 1.49
  • nanoNano (XNO) $ 1.49
  • orcaOrca (ORCA) $ 3.69
  • orcaOrca (ORCA) $ 3.69
  • degen-baseDegen (Base) (DEGEN) $ 0.011306
  • degen-baseDegen (Base) (DEGEN) $ 0.011306
  • renzoRenzo (REZ) $ 0.039271
  • renzoRenzo (REZ) $ 0.039271
  • landwolf-0x67LandWolf (WOLF) $ 0.000214
  • landwolf-0x67LandWolf (WOLF) $ 0.000214
  • vergeVerge (XVG) $ 0.011521
  • vergeVerge (XVG) $ 0.011521
  • chaingptChainGPT (CGPT) $ 0.245713
  • chaingptChainGPT (CGPT) $ 0.245713
  • xai-blockchainXai (XAI) $ 0.256484
  • xai-blockchainXai (XAI) $ 0.256484
  • ampleforthAmpleforth (AMPL) $ 1.13
  • ampleforthAmpleforth (AMPL) $ 1.13
  • mythosMythos (MYTH) $ 0.243527
  • mythosMythos (MYTH) $ 0.243527
  • basedaiBasedAI (BASEDAI) $ 5.22
  • basedaiBasedAI (BASEDAI) $ 5.22
  • bitkub-coinBitkub Coin (KUB) $ 2.09
  • bitkub-coinBitkub Coin (KUB) $ 2.09
  • harrypotterobamasonic10inHarryPotterObamaSonic10Inu (ETH) (BITCOIN) $ 0.185191
  • harrypotterobamasonic10inHarryPotterObamaSonic10Inu (ETH) (BITCOIN) $ 0.185191
  • usda-2USDa (USDA) $ 0.999886
  • usda-2USDa (USDA) $ 0.999886
  • reserve-protocol-eth-plusETHPlus (ETH+) $ 3,566.54
  • reserve-protocol-eth-plusETHPlus (ETH+) $ 3,566.54
  • iconICON (ICX) $ 0.176772
  • iconICON (ICX) $ 0.176772
  • fuel-networkFuel Network (FUEL) $ 0.052186
  • fuel-networkFuel Network (FUEL) $ 0.052186
  • pinlinkPinLink (PIN) $ 2.27
  • pinlinkPinLink (PIN) $ 2.27
  • hamster-kombatHamster Kombat (HMSTR) $ 0.002828
  • hamster-kombatHamster Kombat (HMSTR) $ 0.002828
  • veloVelo (VELO) $ 0.024487
  • veloVelo (VELO) $ 0.024487
  • ultimaUltima (ULTIMA) $ 4,271.43
  • ultimaUltima (ULTIMA) $ 4,271.43
  • huobi-tokenHuobi (HT) $ 1.12
  • huobi-tokenHuobi (HT) $ 1.12
  • chill-guyJust a chill guy (CHILLGUY) $ 0.181573
  • chill-guyJust a chill guy (CHILLGUY) $ 0.181573
  • origin-etherOrigin Ether (OETH) $ 3,461.00
  • origin-etherOrigin Ether (OETH) $ 3,461.00
  • zignalyZignaly (ZIG) $ 0.127388
  • zignalyZignaly (ZIG) $ 0.127388
  • vanar-chainVanar Chain (VANRY) $ 0.120302
  • vanar-chainVanar Chain (VANRY) $ 0.120302
  • centrifugeCentrifuge (CFG) $ 0.347826
  • centrifugeCentrifuge (CFG) $ 0.347826
  • solo-coinSologenic (SOLO) $ 0.436287
  • solo-coinSologenic (SOLO) $ 0.436287
  • ai-rig-complexAI Rig Complex (ARC) $ 0.174226
  • ai-rig-complexAI Rig Complex (ARC) $ 0.174226
  • saga-2Saga (SAGA) $ 1.60
  • saga-2Saga (SAGA) $ 1.60
  • ousgOUSG (OUSG) $ 109.31
  • ousgOUSG (OUSG) $ 109.31
  • metaplexMetaplex (MPLX) $ 0.225952
  • metaplexMetaplex (MPLX) $ 0.225952
  • statusStatus (SNT) $ 0.043428
  • statusStatus (SNT) $ 0.043428
  • velodrome-financeVelodrome Finance (VELO) $ 0.195228
  • velodrome-financeVelodrome Finance (VELO) $ 0.195228
  • liquityLiquity (LQTY) $ 1.75
  • liquityLiquity (LQTY) $ 1.75
  • smooth-love-potionSmooth Love Potion (SLP) $ 0.004092
  • smooth-love-potionSmooth Love Potion (SLP) $ 0.004092
  • rcgeRCGE ($RCGE) $ 0.014215
  • rcgeRCGE ($RCGE) $ 0.014215
  • zircuitZircuit (ZRC) $ 0.076906
  • zircuitZircuit (ZRC) $ 0.076906
  • lofi-2LOFI (LOFI) $ 0.168119
  • lofi-2LOFI (LOFI) $ 0.168119
  • alchemix-usdAlchemix USD (ALUSD) $ 0.994372
  • alchemix-usdAlchemix USD (ALUSD) $ 0.994372
  • tellorTellor Tributes (TRB) $ 63.15
  • tellorTellor Tributes (TRB) $ 63.15
  • songbirdSongbird (SGB) $ 0.010682
  • songbirdSongbird (SGB) $ 0.010682
  • balancerBalancer (BAL) $ 2.69
  • balancerBalancer (BAL) $ 2.69
  • freysa-aiFreysa AI (FAI) $ 0.019995
  • freysa-aiFreysa AI (FAI) $ 0.019995
  • kelp-gainKelp Gain (AGETH) $ 3,538.09
  • kelp-gainKelp Gain (AGETH) $ 3,538.09
  • osaka-protocolOsaka Protocol (OSAK) $ 0.00000021
  • osaka-protocolOsaka Protocol (OSAK) $ 0.00000021
  • arcblockArcblock (ABT) $ 1.64
  • arcblockArcblock (ABT) $ 1.64
  • m2-global-wealth-limited-mmxMMX (MMX) $ 1.07
  • m2-global-wealth-limited-mmxMMX (MMX) $ 1.07
  • spectralSpectral (SPEC) $ 11.43
  • spectralSpectral (SPEC) $ 11.43
  • bouncebitBounceBit (BB) $ 0.394540
  • bouncebitBounceBit (BB) $ 0.394540
  • oec-tokenOKT Chain (OKT) $ 8.90
  • oec-tokenOKT Chain (OKT) $ 8.90
  • zanoZano (ZANO) $ 11.00
  • zanoZano (ZANO) $ 11.00
  • ssv-networkSSV Network (SSV) $ 22.43
  • ssv-networkSSV Network (SSV) $ 22.43
  • stakewise-v3-osethStakeWise Staked ETH (OSETH) $ 3,584.02
  • stakewise-v3-osethStakeWise Staked ETH (OSETH) $ 3,584.02
  • joeJOE (JOE) $ 0.420035
  • joeJOE (JOE) $ 0.420035
  • usd-coin-ethereum-bridgedArbitrum Bridged USDC (Arbitrum) (USDC.E) $ 0.999959
  • usd-coin-ethereum-bridgedArbitrum Bridged USDC (Arbitrum) (USDC.E) $ 0.999959
  • liskLisk (LSK) $ 0.945736
  • liskLisk (LSK) $ 0.945736
  • scrollScroll (SCR) $ 1.12
  • scrollScroll (SCR) $ 1.12
  • wise-monkeyWise Monkey (MONKY) $ 0.000016
  • wise-monkeyWise Monkey (MONKY) $ 0.000016
  • renzo-restaked-lstRenzo Restaked LST (PZETH) $ 4,105.49
  • renzo-restaked-lstRenzo Restaked LST (PZETH) $ 4,105.49
  • venusVenus (XVS) $ 9.49
  • venusVenus (XVS) $ 9.49
  • goldfinchGoldfinch (GFI) $ 1.74
  • goldfinchGoldfinch (GFI) $ 1.74
  • btse-tokenBTSE Token (BTSE) $ 0.958462
  • btse-tokenBTSE Token (BTSE) $ 0.958462
  • zentryZentry (ZENT) $ 0.025425
  • zentryZentry (ZENT) $ 0.025425
  • alephiumAlephium (ALPH) $ 1.62
  • alephiumAlephium (ALPH) $ 1.62
  • meowMEOW (MEOW) $ 0.001706
  • meowMEOW (MEOW) $ 0.001706
  • boraBORA (BORA) $ 0.139779
  • boraBORA (BORA) $ 0.139779
  • iostokenIOST (IOST) $ 0.007163
  • iostokenIOST (IOST) $ 0.007163
  • coin98Coin98 (C98) $ 0.173795
  • coin98Coin98 (C98) $ 0.173795
  • ghoGHO (GHO) $ 0.997217
  • ghoGHO (GHO) $ 0.997217
  • bybit-staked-solBybit Staked SOL (BBSOL) $ 202.96
  • bybit-staked-solBybit Staked SOL (BBSOL) $ 202.96
  • wavesWaves (WAVES) $ 1.50
  • wavesWaves (WAVES) $ 1.50
  • waxWAX (WAXP) $ 0.042773
  • waxWAX (WAXP) $ 0.042773
  • marlinMarlin (POND) $ 0.018659
  • marlinMarlin (POND) $ 0.018659
  • crypto-trading-fundCrypto Trading Fund (CTF) $ 1.28
  • crypto-trading-fundCrypto Trading Fund (CTF) $ 1.28
  • carvCARV (CARV) $ 0.912991
  • carvCARV (CARV) $ 0.912991
  • iexec-rlciExec RLC (RLC) $ 2.06
  • iexec-rlciExec RLC (RLC) $ 2.06
  • dola-usdDOLA (DOLA) $ 0.992452
  • dola-usdDOLA (DOLA) $ 0.992452
  • akuma-inuAkuma Inu (AKUMA) $ 0.000222
  • akuma-inuAkuma Inu (AKUMA) $ 0.000222
  • taikoTaiko (TAIKO) $ 1.77
  • taikoTaiko (TAIKO) $ 1.77
  • elixir-staked-deusdElixir Staked deUSD (SDEUSD) $ 0.998476
  • elixir-staked-deusdElixir Staked deUSD (SDEUSD) $ 0.998476
  • civicCivic (CVC) $ 0.181540
  • civicCivic (CVC) $ 0.181540
  • banana-gunBanana Gun (BANANA) $ 42.01
  • banana-gunBanana Gun (BANANA) $ 42.01
  • ecoin-2Ecoin (ECOIN) $ 0.000315
  • ecoin-2Ecoin (ECOIN) $ 0.000315
  • oraichain-tokenOraichain (ORAI) $ 8.78
  • oraichain-tokenOraichain (ORAI) $ 8.78
  • edu-coinOpen Campus (EDU) $ 0.542033
  • edu-coinOpen Campus (EDU) $ 0.542033
  • everipediaIQ (IQ) $ 0.007110
  • everipediaIQ (IQ) $ 0.007110
  • unicorn-fart-dustUnicorn Fart Dust (UFD) $ 0.140363
  • unicorn-fart-dustUnicorn Fart Dust (UFD) $ 0.140363
  • ergoErgo (ERG) $ 1.76
  • ergoErgo (ERG) $ 1.76
  • bloxBlox (CDT) $ 0.205372
  • bloxBlox (CDT) $ 0.205372
  • l2-standard-bridged-weth-optimismL2 Standard Bridged WETH (Optimism) (WETH) $ 3,465.26
  • l2-standard-bridged-weth-optimismL2 Standard Bridged WETH (Optimism) (WETH) $ 3,465.26
  • netmind-tokenNetMind Token (NMT) $ 3.23
  • netmind-tokenNetMind Token (NMT) $ 3.23
  • aleph-zeroAleph Zero (AZERO) $ 0.454994
  • aleph-zeroAleph Zero (AZERO) $ 0.454994
  • based-pepeBased Pepe (PEPE) $ 0.00000033
  • based-pepeBased Pepe (PEPE) $ 0.00000033
  • stratisStratis (STRAX) $ 0.081917
  • stratisStratis (STRAX) $ 0.081917
  • autonolasAutonolas (OLAS) $ 1.86
  • autonolasAutonolas (OLAS) $ 1.86
  • magicTreasure (MAGIC) $ 0.454792
  • magicTreasure (MAGIC) $ 0.454792
  • pixelsPixels (PIXEL) $ 0.176366
  • pixelsPixels (PIXEL) $ 0.176366
  • gearboxGearbox (GEAR) $ 0.013610
  • gearboxGearbox (GEAR) $ 0.013610
  • cartesiCartesi (CTSI) $ 0.161598
  • cartesiCartesi (CTSI) $ 0.161598
  • aurora-nearAurora (AURORA) $ 0.242241
  • aurora-nearAurora (AURORA) $ 0.242241
  • ocean-protocolOcean Protocol (OCEAN) $ 0.610973
  • ocean-protocolOcean Protocol (OCEAN) $ 0.610973
  • zeus-networkZeus Network (ZEUS) $ 0.800273
  • zeus-networkZeus Network (ZEUS) $ 0.800273
  • patriot-on-basePatriot on Base (PATRIOT) $ 0.161482
  • patriot-on-basePatriot on Base (PATRIOT) $ 0.161482
  • game-by-virtualsGAME by Virtuals (GAME) $ 0.132774
  • game-by-virtualsGAME by Virtuals (GAME) $ 0.132774
  • smardexSmarDex (SDEX) $ 0.014567
  • smardexSmarDex (SDEX) $ 0.014567
  • vitadaoVitaDAO (VITA) $ 5.09
  • vitadaoVitaDAO (VITA) $ 5.09
  • nodeaiNodeAI (GPU) $ 1.34
  • nodeaiNodeAI (GPU) $ 1.34
  • adventure-goldAdventure Gold (AGLD) $ 1.65
  • adventure-goldAdventure Gold (AGLD) $ 1.65
  • suilendSuilend (SEND) $ 2.66
  • suilendSuilend (SEND) $ 2.66
  • cronos-bridged-usdc-cronosCronos Bridged USDC (Cronos) (USDC) $ 0.998237
  • cronos-bridged-usdc-cronosCronos Bridged USDC (Cronos) (USDC) $ 0.998237
  • power-ledgerPowerledger (POWR) $ 0.244824
  • power-ledgerPowerledger (POWR) $ 0.244824
  • auctionBounce (AUCTION) $ 19.65
  • auctionBounce (AUCTION) $ 19.65
  • stasis-eursSTASIS EURO (EURS) $ 1.05
  • stasis-eursSTASIS EURO (EURS) $ 1.05
  • ongOntology Gas (ONG) $ 0.322489
  • ongOntology Gas (ONG) $ 0.322489
  • merlin-chainMerlin Chain (MERL) $ 0.264494
  • merlin-chainMerlin Chain (MERL) $ 0.264494
  • sathosi-airlines-tokenSatoshi Airline (JET) $ 1.21
  • sathosi-airlines-tokenSatoshi Airline (JET) $ 1.21
  • milady-cult-coinMilady Cult Coin (CULT) $ 0.003004
  • milady-cult-coinMilady Cult Coin (CULT) $ 0.003004
  • coq-inuCoq Inu (COQ) $ 0.000002
  • coq-inuCoq Inu (COQ) $ 0.000002
  • orbsOrbs (ORBS) $ 0.027929
  • orbsOrbs (ORBS) $ 0.027929
  • synapse-2Synapse (SYN) $ 0.574913
  • synapse-2Synapse (SYN) $ 0.574913

‘Brainoware’: Brain Cells Fused With AI Could Recognize Voices

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Scientists have found a way of integrating living human brain cells into computing systems, and may potentially obsolete the “A” in AI.

A research paper formally published today in the journal Nature Electronicsfeatured work by scientists at Indiana University Bloomington, explaining a new system dubbed “Brainoware” that they say uses human brain organoids in completing advanced AI tasks. These organoids—artificially grown masses of cells or tissue that resemble an organ—are currently mounted on a high-density multielectrode array, and are quite primitive today. However, researchers hope their use paves the way for biocomputers that can execute the same tasks that computers do but with minimum energy consumption.

«A human brain typically expends about 20 watts, whereas current AI hardware consumes about 8 million watts, to drive a comparative ANN (artificial neural network),» the research paper argues. “Brainoware could provide additional insights for AI computing because brain organoids can provide BNNs (biological neural networks) with complexity, connectivity, neuroplasticity, and neurogenesis, as well as low energy consumption and fast learning.”

Introducing «Brainoware»: miniature brain-like structures made of human cells, known as brain organoids, that are being used as living AIs to carry out tasks such as solving complex equations 🧵 1/8https://t.co/nuCNOWNf3j

— Michael Le Page (@mjflepage.bsky.social) (@mjflepage) March 14, 2023

«Human brains use far less energy and learn much faster, so some researchers see biocomputing as the way forward,» wrote Michael Le Page on Twitter in March, but noted that pushing the field to the limit could raise thorny questions.

Le Page quoted Cambridge developmental neurobiologist Madeline Lancaster, who said, “Whether these push them beyond an ethical limit is something we certainly want to avoid, and the scientific and ethics community is coming together to define where that limit would be.”

Brainoware sends and receives information from the brain organoid through “adaptive reservoir computation.” This method enables unsupervised learning from training data, which can still shape the functional connectivity of the organioid. The system’s practical potential was demonstrated through tasks like speech recognition, where it distinguished individual speakers’ voices with increasing accuracy after training.

For example, the organoids were trained to identify the voice of one individual in a set of 240 audio clips of eight people pronouncing Japanese vowel sounds. After the training, the organoids could complete the task with over 70% accuracy.

Science is still a long way from building living robots, however. The organoids could only identify a speaker, not understand the speech, meaning there’s a very long and winding path before the tech achieves a practical use in medicine or engineering.

Titouan Parcollet from the University of Cambridge told New Scientist magazine that the potential of biocomputing is vast but admitted that “current deep-learning models are actually much better than any brain on specific and targeted tasks.»

The researchers also warned that their “current organoids still suffer from high heterogeneity, low generation throughput, necrosis/hypoxia and various viabilities,” making them unviable right now for anything other than research purposes.

Parallel to Brainoware’s development, AI has been creatively applied in fields like healthcare, with innovations that help restore mobility to quadriplegics and AI models capable of reading minds. All together, these advancements highlight the versatile and transformative nature of AI technologies.

Edited by Ryan Ozawa.

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