Ishita Mediratta

16 papers A* 3B 2Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Scalable Measure of Loss Landscape Curvature for Analyzing the Training Dynamics of LLMs.
CoRR
Dayal Singh Kalra, Jean-Christophe Gagnon-Audet, Andrey Gromov, Ishita Mediratta, Kelvin Niu, Alexander H. Miller, Michael Shvartsman
2026 J jnl
AIRA_2: Overcoming Bottlenecks in AI Research Agents.
CoRR
Karen Hambardzumyan, Nicolas Mario Baldwin, Edan Toledo, Rishi Hazra, Michael Kuchnik, Bassel Al Omari, Thomas Foster, Anton Protopopov, Jean-Christophe Gagnon-Audet, Ishita Mediratta, Kelvin Niu, Michael Shvartsman, Alisia Maria Lupidi, Alexis Audran-Reiss, Parth Pathak, Tatiana Shavrina, Despoina Magka, Hela Momand, Derek Dunfield, Nicola Cancedda, Pontus Stenetorp, Carole-Jean Wu, Jakob Nicolaus Foerster, Yoram Bachrach, Martin Josifoski
2026 J jnl
AIRS-Bench: a Suite of Tasks for Frontier AI Research Science Agents.
CoRR
Alisia Maria Lupidi, Bhavul Gauri, Thomas Foster, Bassel Al Omari, Despoina Magka, Alberto Pepe, Alexis Audran-Reiss, Muna Aghamelu, Nicolas Mario Baldwin, Lucia Cipolina-Kun, Jean-Christophe Gagnon-Audet, Chee Hau Leow, Sandra Lefdal, Hossam Mossalam, Abhinav Moudgil, Saba Nazir, Emanuel Tewolde, Isabel Urrego, Jordi Armengol-Estapé, Amar Budhiraja, Gaurav Chaurasia, Abhishek Charnalia, Derek Dunfield, Karen Hambardzumyan, Daniel Izcovich, Martin Josifoski, Ishita Mediratta, Kelvin Niu, Parth Pathak, Michael Shvartsman, Edan Toledo, Anton Protopopov, Roberta Raileanu, Alexander H. Miller, Tatiana Shavrina, Jakob N. Foerster, Yoram Bachrach
2024 A* conf
The Generalization Gap in Offline Reinforcement Learning.
ICLR
Ishita Mediratta, Qingfei You, Minqi Jiang, Roberta Raileanu
2024 A* conf
Understanding the Effects of RLHF on LLM Generalisation and Diversity.
ICLR
Robert Kirk, Ishita Mediratta, Christoforos Nalmpantis, Jelena Luketina, Eric Hambro, Edward Grefenstette, Roberta Raileanu
2023 — conf
Stabilizing Unsupervised Environment Design with a Learned Adversary.
CoLLAs
Ishita Mediratta, Minqi Jiang, Jack Parker-Holder, Michael Dennis, Eugene Vinitsky, Tim Rocktäschel
2023 J jnl
Stabilizing Unsupervised Environment Design with a Learned Adversary.
CoRR
Ishita Mediratta, Minqi Jiang, Jack Parker-Holder, Michael Dennis, Eugene Vinitsky, Tim Rocktäschel
2023 J jnl
The Generalization Gap in Offline Reinforcement Learning.
CoRR
Ishita Mediratta, Qingfei You, Minqi Jiang, Roberta Raileanu
2023 J jnl
Understanding the Effects of RLHF on LLM Generalisation and Diversity.
CoRR
Robert Kirk, Ishita Mediratta, Christoforos Nalmpantis, Jelena Luketina, Eric Hambro, Edward Grefenstette, Roberta Raileanu
2022 — conf
Bottom Up Top Down Detection Transformers for Language Grounding in Images and Point Clouds.
ECCV (36)
Ayush Jain, Nikolaos Gkanatsios, Ishita Mediratta, Katerina Fragkiadaki
2021 B conf
A Reduced-Scale Cortical Network with Izhikevich's Neurons on SpiNNaker.
IJCNN
Chinmay Chiplunkar, Nishant Gautam, Ishita Mediratta, Andrew Gait, Sujith Thomas, Andrew Rowley, Teresa Serrano-Gotarredona, Basabdatta Sen Bhattacharya
2021 J jnl
Bottom Up Top Down Detection Transformers for Language Grounding in Images and Point Clouds.
CoRR
Ayush Jain, Nikolaos Gkanatsios, Ishita Mediratta, Katerina Fragkiadaki
2021 A* conf
CoCoNets: Continuous Contrastive 3D Scene Representations.
CVPR
Shamit Lal, Mihir Prabhudesai, Ishita Mediratta, Adam W. Harley, Katerina Fragkiadaki
2021 J jnl
CoCoNets: Continuous Contrastive 3D Scene Representations.
CoRR
Shamit Lal, Mihir Prabhudesai, Ishita Mediratta, Adam W. Harley, Katerina Fragkiadaki
2021 B conf
LipARELU: ARELU Networks aided by Lipschitz Acceleration.
IJCNN
Ishita Mediratta, Snehanshu Saha, Shubhad Mathur
2021 J jnl
OMA orthology in 2021: website overhaul, conserved isoforms, ancestral gene order and more.
Nucleic Acids Res.
Adrian M. Altenhoff, Clément-Marie Train, Kimberly J. Gilbert, Ishita Mediratta, Tarcisio Mendes de Farias, David Moi, Yannis Nevers, Hale-Seda Radoykova, Victor Rossier, Alex Warwick Vesztrocy, Natasha M. Glover, Christophe Dessimoz
test1.txt
← Index test1.txt plaintext
Truncated preview: showing the first 16384 bytes out of 43286155 total.
{'decompiled': [{'decompiled_function_hash': '1f0dd5f0fe1f0f28d39c8f98bf5eb5b06a98405389873053efd1df2f3ca12179', 'decompiled_function': 'bool z\n\nif (arg3 == *arg2)\n    *arg2 = arg1\n    z = true\nelse\n    *arg2\n    z = false\n\nint64_t result\nresult.b = z\nreturn result', 'decompiled_function_name': 'sync/atomic.CompareAndSwapUintptr', 'decompiled_function_prototype': 'int64_t sync/atomic.CompareAndSwapUintptr(int64_t arg1, int64_t* arg2 @ rax, int64_t arg3 @ rbx)', 'decompiled_function_address': 4198528, 'function_type': 'USER', 'functions_caller': [], 'functions_call': [], 'flattened_score': 0.0, 'mba_score': 0.0, 'disassembled_function_hash': '09e03a03d3a93deea76172fc49c83d407cff050807a0e40d5b25b8848182f060'}, {'decompiled_function_hash': '02b054c1841b6532a667e3e61f8c3363dffbc0893dc9cee31e16e6438a6b32ee', 'decompiled_function': 'int64_t rcx = data_6531e8\nint64_t* internal/abi.kindNames_1 = internal/abi.kindNames\n\nif (arg1 s>= rcx)\n    if (rcx u> 0)\n        internal/abi.kindNames_1[1]\n        return *internal/abi.kindNames_1\n    \n    runtime.panicIndex(0)\nelse if (arg1 u< rcx)\n    internal/abi.kindNames_1[arg1 * 2 + 1]\n    return internal/abi.kindNames_1[arg1 * 2]\n\nruntime.panicIndexU()\nbreakpoint', 'decompiled_function_name': 'internal/abi.Kind.String', 'decompiled_function_prototype': 'int64_t internal/abi.Kind.String(int64_t arg1 @ rax)', 'decompiled_function_address': 4198720, 'function_type': 'USER', 'functions_caller': [], 'functions_call': ['runtime.panicIndex(0)', 'runtime.panicIndexU()'], 'flattened_score': 0.0, 'mba_score': 0.0, 'disassembled_function_hash': 'ba0c8a4a2a408f300d085876a7263294d4b54f4214bc693afe46b9e8378cbf31'}, {'decompiled_function_hash': '03a962adee69ce6e97437b8250ca1e912d9f55f0c17a29845e7e55e9544b5fa9', 'decompiled_function': 'if ((zx.q(*(arg1 + 0x17)) & 0x1f) != 0x11)\n    return 0\n\nreturn *(arg1 + 0x40)', 'decompiled_function_name': 'internal/abi.(*Type).Len', 'decompiled_function_prototype': 'int64_t internal/abi.(*Type).Len(void* arg1 @ rax)', 'decompiled_function_address': 4198816, 'function_type': 'USER', 'functions_caller': [], 'functions_call': [], 'flattened_score': 0.0, 'mba_score': 0.3333333333333333, 'disassembled_function_hash': 'a2843f9a81f7822d6b6b55e43df329ee31eed92dae8dc41ca991d56d7632c1b9'}, {'decompiled_function_hash': 'd782b427b58ad2cf84c6a7c609d1d872f14db0788919434f18e9c183125af6d3', 'decompiled_function': 'void* rsi_4\n\nif ((*(arg1 + 0x14) & 1) == 0)\n    rsi_4 = nullptr\nelse\n    int64_t rsi_3 = (zx.q(*(arg1 + 0x17)) & 0x1f) - 0x11\n    \n    if (rsi_3 u<= 8)\n        jump(internal/abi.(*Type).ExportedMethods.jump7[rsi_3])\n    \n    rsi_4 = arg1 + 0x30\n\nif (rsi_4 == 0)\n    return 0\n\nuint64_t rdx = zx.q(*(rsi_4 + 6))\n\nif (rdx.w == 0)\n    return nullptr\n\nif (rdx u<= 0x10000)\n    return rsi_4 + zx.q(*(rsi_4 + 8))\n\nruntime.panicSlice3Alen()\nbreakpoint', 'decompiled_function_name': 'internal/abi.(*Type).ExportedMethods', 'decompiled_function_prototype': 'void* internal/abi.(*Type).ExportedMethods(void* arg1 @ rax)', 'decompiled_function_address': 4198880, 'function_type': 'USER', 'functions_caller': [], 'functions_call': ['jump(internal/abi.(*Type).ExportedMethods.jump7[rsi_3])', 'runtime.panicSlice3Alen()'], 'flattened_score': 0.0, 'mba_score': 0.125, 'disassembled_function_hash': 'e2558c9cf3ebac3a28dff29dcc0b8918965ca5091e4d5e0361af301ebc9d7fba'}, {'decompiled_function_hash': '407d3d24d10ffe65a17c09aa88e6d7283d00fcdd9df10741af968c91841cc9b2', 'decompiled_function': 'while (&__return_addr u<= *(arg3 + 0x10))\n    runtime.morestack_noctxt.abi0()\n\nuint64_t rcx_1 = zx.q(*(arg1 + 0x17)) & 0x1f\n\nif (rcx_1 == 0x14)\n    return *(arg1 + 0x40)\n\ninternal/abi.(*Type).ExportedMethods(arg1, rcx_1)\nreturn arg2', 'decompiled_function_name': 'internal/abi.(*Type).NumMethod', 'decompiled_function_prototype': 'int64_t internal/abi.(*Type).NumMethod(void* arg1 @ rax, int64_t arg2 @ rbx, void* arg3 @ r14)', 'decompiled_function_address': 4199072, 'function_type': 'USER', 'functions_caller': [], 'functions_call': ['internal/abi.(*Type).ExportedMethods(arg1, rcx_1)', 'runtime.morestack_noctxt.abi0()'], 'flattened_score': 1.0, 'mba_score': 0.14285714285714285, 'disassembled_function_hash': '270037f0c8addf478f25bc075eb0dc05fc54dff87fba6dff63ab8d0555e4929a'}, {'decompiled_function_hash': '9f2a44ad4622a0e2d0e1b439b1d46754301fd5f7060b91e3766482b1383494da', 'decompiled_function': 'if (arg1 == 0)\n    return 0\n\nint64_t rcx = 0\nint64_t rdx = 0\n\nwhile (true)\n    int64_t rbx_2 = rcx * 7\n    *(arg1 + rcx + 1)\n    \n    if (rbx_2 s< 0)\n        runtime.panicshift()\n        breakpoint\n    \n    uint32_t rdi_3 = zx.d(*(arg1 + rcx + 1))\n    rdx += (zx.q(rdi_3) & 0x7f) << rbx_2.b & sbb.q(rbx_2, rbx_2, rbx_2 u< 0x40)\n    \n    if ((rdi_3.b & 0x80) == 0)\n        break\n    \n    rcx += 1\n\nint64_t rcx_1\n\nif (rdx != 1)\n    rcx_1 = 0\nelse\n    rcx_1.b = *(arg1 + 2) == 0x5f\n\nreturn zx.q(rcx_1.d)', 'decompiled_function_name': 'internal/abi.Name.IsBlank', 'decompiled_function_prototype': 'uint64_t internal/abi.Name.IsBlank(void* arg1 @ rax)', 'decompiled_function_address': 4199168, 'function_type': 'USER', 'functions_caller': [], 'functions_call': ['runtime.panicshift()'], 'flattened_score': 0.7692307692307693, 'mba_score': 0.05, 'disassembled_function_hash': '7a693574e5a54de381301402832a96b61c8f4d2a2671d8150e93fb29f8692e0f'}, {'decompiled_function_hash': 'aaadbfaff6f26ed203060269065749f25f44d295aadde2386ab73f8c4a5dd767', 'decompiled_function': 'while (true)\n    int64_t* rsp\n    \n    if (rsp u> *(arg3 + 0x10))\n        *(rsp - 8) = arg2\n        rsp -= 8\n        arg2 = rsp\n        \n        if (arg1 == 0)\n            *rsp\n            return 0\n        \n        void* rcx_1 = nullptr\n        int64_t rdx_1 = 0\n        \n        while (true)\n            void* rsi_2 = rcx_1 * 7\n            *(rcx_1 + arg1 + 1)\n            \n            if (rsi_2 s< 0)\n                break\n            \n            uint32_t r8_3 = zx.d(*(rcx_1 + arg1 + 1))\n            rdx_1 += (zx.q(r8_3) & 0x7f) << rsi_2.b & sbb.q(rsi_2, rsi_2, rsi_2 u< 0x40)\n            \n            if ((r8_3.b & 0x80) == 0)\n                if (rdx_1 s>= 0)\n                    int64_t rcx_4 = neg.q(rcx_1 + arg1 + 2)\n                    \n                    if (rcx_4 u>= rdx_1)\n                        *rsp\n                        return rcx_1 + arg1 + 2\n                    \n                    if (rcx_1 + arg1 != -2)\n                        runtime.panicunsafestringlen(rcx_4)\n                    \n                    runtime.panicunsafestringnilptr()\n                \n                runtime.panicunsafestringlen()\n                break\n            \n            rcx_1 += 1\n        \n        arg1 = runtime.panicshift()\n    \n    rsp[1] = arg1\n    runtime.morestack_noctxt.abi0()\n    arg1 = rsp[1]', 'decompiled_function_name': 'internal/abi.Name.Name', 'decompiled_function_prototype': 'void* internal/abi.Name.Name(int64_t arg1 @ rax, int64_t* arg2 @ rbp, void* arg3 @ r14)', 'decompiled_function_address': 4199296, 'function_type': 'USER', 'functions_caller': [], 'functions_call': ['runtime.panicunsafestringlen(rcx_4)', 'runtime.panicunsafestringnilptr()', 'runtime.panicunsafestringlen()', 'arg1 = runtime.panicshift()', 'runtime.morestack_noctxt.abi0()'], 'flattened_score': 1.0, 'mba_score': 0.029411764705882353, 'disassembled_function_hash': '21ad7fe65b5907f2e2bd82711c3d5cda50e2cda11dd6cb13e472a1879a0f5ee0'}, {'decompiled_function_hash': '6bc616921202fbee6edcbe36548ca6c0123ae51ecb86c0eea217f3889c581d25', 'decompiled_function': 'while (true)\n    int64_t* rsp\n    \n    if (rsp u> *(arg3 + 0x10))\n        *(rsp - 8) = arg2\n        rsp -= 8\n        arg2 = rsp\n        \n        if ((*arg1 & 2) == 0)\n            *rsp\n            return 0\n        \n        void* rcx_1 = nullptr\n        void* rdx_2 = nullptr\n        \n        while (true)\n            void* rsi_2 = rcx_1 * 7\n            *(rcx_1 + arg1 + 1)\n            \n            if (rsi_2 s< 0)\n                break\n            \n            uint32_t r8_3 = zx.d(*(rcx_1 + arg1 + 1))\n            rdx_2 += (zx.q(r8_3) & 0x7f) << rsi_2.b & sbb.q(rsi_2, rsi_2, rsi_2 u< 0x40)\n            \n            if ((r8_3.b & 0x80) == 0)\n                int64_t rcx_3 = 0\n                int64_t rbx_3 = 0\n                \n                while (true)\n                    void* rsi_4 = rdx_2 + rcx_1 + rcx_3\n                    int64_t rdi_3 = rcx_3 * 7\n                    *(arg1 + rsi_4 + 2)\n                    \n                    if (rdi_3 s< 0)\n                        break\n                    \n                    uint32_t r8_9 = zx.d(*(arg1 + rsi_4 + 2))\n                    rbx_3 += (zx.q(r8_9) & 0x7f) << rdi_3.b & sbb.q(rdi_3, rdi_3, rdi_3 u< 0x40)\n                    \n                    if ((r8_9.b & 0x80) == 0)\n                        if (rbx_3 s>= 0)\n                            int64_t rcx_6 = neg.q(arg1 + rsi_4 + 3)\n                            \n                            if (rcx_6 u>= rbx_3)\n                                *rsp\n                                return arg1 + rsi_4 + 3\n                            \n                            if (arg1 + rsi_4 != -3)\n                                runtime.panicunsafestringlen(rcx_6)\n                            \n                            runtime.panicunsafestringnilptr()\n                        \n                        runtime.panicunsafestringlen()\n                        break\n                    \n                    rcx_3 += 1\n                \n                runtime.panicshift()\n                break\n            \n            rcx_1 += 1\n        \n        arg1 = runtime.panicshift()\n    \n    rsp[1] = arg1\n    runtime.morestack_noctxt.abi0()\n    arg1 = rsp[1]', 'decompiled_function_name': 'internal/abi.Name.Tag', 'decompiled_function_prototype': 'void* internal/abi.Name.Tag(char* arg1 @ rax, int64_t* arg2 @ rbp, void* arg3 @ r14)', 'decompiled_function_address': 4199488, 'function_type': 'USER', 'functions_caller': [], 'functions_call': ['runtime.panicunsafestringlen(rcx_6)', 'runtime.panicunsafestringnilptr()', 'runtime.panicunsafestringlen()', 'runtime.panicshift()', 'arg1 = runtime.panicshift()', 'runtime.morestack_noctxt.abi0()'], 'flattened_score': 1.0, 'mba_score': 0.041666666666666664, 'disassembled_function_hash': '0621c0c17af04d429b48b7855fd82627f2e835ec864eaa49d0de3183fd3d9fbf'}, {'decompiled_function_hash': '917d57a1b59aad9ee7b1197909e67f4ee8d39a0d26f2390ceacbbc54bde37a43', 'decompiled_function': 'while (true)\n    void* rsp\n    \n    if (rsp - 0x30 u> *(arg9 + 0x10))\n        *(rsp - 8) = arg6\n        arg6 = rsp - 8\n        rsp -= 0xb0\n        *(rsp + 0xb8) = arg4\n        *(rsp + 0xc8) = arg1\n        \n        if (arg5 s< 0x20000000)\n            if (arg8 s< 0x20000000)\n                __builtin_memset(rsp + 0x84, 0, 0x14)\n                int64_t rdx = arg5\n                int64_t r9_1 = 0\n                \n                while (true)\n                    char r10_2 = arg5.b\n                    arg5 s>>= 7\n                    char r10_3 = r10_2 & 0x7f\n                    \n                    if (arg5 == 0)\n                        if (r9_1 u< 0xa)\n                            *(rsp + r9_1 + 0x8e) = r10_3\n                            int64_t rbx = arg8\n                            int64_t r10_4 = 0\n                            \n                            while (true)\n                                char r11_2 = arg8.b\n                                arg8 s>>= 7\n                                char r11_3 = r11_2 & 0x7f\n                                \n                                if (arg8 == 0)\n                                    if (r10_4 u< 0xa)\n                                        *(rsp + r10_4 + 0x84) = r11_3\n                                        int64_t r11_4 = rdx + r9_1\n                                        int64_t r12_3\n                                        \n                                        if (rbx == 0)\n                                            r12_3 = r9_1 + rdx + 2\n                                        else\n                                            r12_3 = rbx + r10_4 + r11_4 + 3\n                                            arg7 |= 2\n                                        \n                                        *(rsp + 0x78) = rdx\n                                        *(rsp + 0x48) = r9_1 + rdx + 2\n                                        *(rsp + 0x70) = rbx\n                                        *(rsp + 0xb8) = arg4\n                                        *(rsp + 0xc8) = arg1\n                                        *(rsp + 0x68) = r11_4\n                                        *(rsp + 0x50) = r10_4\n                                        *(rsp + 0x58) = r9_1\n                                        \n                                        if (arg3 != 0)\n                                            arg7 |= 8\n                                        \n                                        *(rsp + 0x3f) = arg7.b\n                                        *(rsp + 0x60) = r12_3\n                                        char* result = runtime.makeslice(r12_3)\n                                        void* rcx_1 = *(rsp + 0x60)\n                                        \n                                        if (rcx_1 u> 0)\n                                            *(rsp + 0xa0) = result\n                                            *result = *(rsp + 0x3f)\n                                            void* rsi = rcx_1 - 1\n                                            uint64_t rdx_6 = (zx.q((neg.q(rcx_1 - 1) s>> 0x3f).d) & 1) + result\n                                            void* rdi_2 = *(rsp + 0x58)\n                                            \n                                            if (rdi_2 + 1 s< rsi)\n                                                rsi = rdi_2 + 1\n                                            \n                                            if (rsp + 0x8e != rdx_6)\n                                                runtime.memmove(rsi, rdx_6, rsp + 0x8e)\n                                                result = *(rsp + 0xa0)\n                                                rcx_1 = *(rsp + 0x60)\n                                                rdi_2 = *(rsp + 0x58)\n                                            \n                                            if (rcx_1 u>= rdi_2 + 2)\n                                                void* rdi_3 = rcx_1 - rdi_2 - 2\n                                                void* rdx_9 = ((rdi_2 + 2) & neg.q(rcx_1 - rdi_2 - 2) s>> 0x3f) + result\n                                                void* rsi_6 = *(rsp + 0x78)\n                                                \n                                                if (rsi_6 s< rdi_3)\n                                                    rdi_3 = rsi_6\n                                                \n                                                int128_t* rbx_3 = *(rsp + 0xb8)\n                                                void* rdx_10\n                                                bool cond:0_1\n                                                \n                                                if (rbx_3 != rdx_9)\n                                                    runtime.memmove(rdi_3, rdx_9, rbx_3)\n                                                    rdx_10 = *(rsp + 0x70)\n                                                    cond:0_1 = rdx_10 == 0\n                                                    result = *(rsp + 0xa0)\n                                                    rcx_1 = *(rsp + 0x60)\n                                                else\n                                                    rdx_10 = *(rsp + 0x70)\n                                                    cond:0_1 = rdx_10 == 0\n                                                \n                                                if (cond:0_1)\n                                                    *(rsp + 0xa8)\n                                                    return result\n                                                \n                                                uint64_t rsi_7 = *(rsp + 0x48)\n