Kate Baumli

15 papers A* 7Journal 8
YearRankTypeTitle / Venue / Authors
2025 A* conf
ICLR
Aviral Kumar, Vincent Zhuang, Rishabh Agarwal, Yi Su, John D. Co-Reyes, Avi Singh, Kate Baumli, Shariq Iqbal, Colton Bishop, Rebecca Roelofs, Lei M. Zhang, Kay McKinney, Disha Shrivastava, Cosmin Paduraru, George Tucker, Doina Precup, Feryal M. P. Behbahani, Aleksandra Faust
2024 J jnl
CoRR
Aviral Kumar, Vincent Zhuang, Rishabh Agarwal, Yi Su, John D. Co-Reyes, Avi Singh, Kate Baumli, Shariq Iqbal, Colton Bishop, Rebecca Roelofs, Lei M. Zhang, Kay McKinney, Disha Shrivastava, Cosmin Paduraru, George Tucker, Doina Precup, Feryal M. P. Behbahani, Aleksandra Faust
2023 A* conf
ICLR
Tom Zahavy, Yannick Schroecker, Feryal M. P. Behbahani, Kate Baumli, Sebastian Flennerhag, Shaobo Hou, Satinder Singh
2023 A* conf
ICML
Jakob Bauer, Kate Baumli, Feryal M. P. Behbahani, Avishkar Bhoopchand, Nathalie Bradley-Schmieg, Michael Chang, Natalie Clay, Adrian Collister, Vibhavari Dasagi, Lucy Gonzalez, Karol Gregor, Edward Hughes, Sheleem Kashem, Maria Loks-Thompson, Hannah Openshaw, Jack Parker-Holder, Shreya Pathak, Nicolas Perez Nieves, Nemanja Rakicevic, Tim Rocktäschel, Yannick Schroecker, Satinder Singh, Jakub Sygnowski, Karl Tuyls, Sarah York, Alexander Zacherl, Lei M. Zhang
2023 J jnl
CoRR
Adaptive Agent Team, Jakob Bauer, Kate Baumli, Satinder Baveja, Feryal M. P. Behbahani, Avishkar Bhoopchand, Nathalie Bradley-Schmieg, Michael Chang, Natalie Clay, Adrian Collister, Vibhavari Dasagi, Lucy Gonzalez, Karol Gregor, Edward Hughes, Sheleem Kashem, Maria Loks-Thompson, Hannah Openshaw, Jack Parker-Holder, Shreya Pathak, Nicolas Perez Nieves, Nemanja Rakicevic, Tim Rocktäschel, Yannick Schroecker, Jakub Sygnowski, Karl Tuyls, Sarah York, Alexander Zacherl, Lei Zhang
2023 J jnl
CoRR
Kate Baumli, Satinder Baveja, Feryal M. P. Behbahani, Harris Chan, Gheorghe Comanici, Sebastian Flennerhag, Maxime Gazeau, Kristian Holsheimer, Dan Horgan, Michael Laskin, Clare Lyle, Hussain Masoom, Kay McKinney, Volodymyr Mnih, Alexander Neitz, Fabio Pardo, Jack Parker-Holder, John Quan, Tim Rocktäschel, Himanshu Sahni, Tom Schaul, Yannick Schroecker, Stephen Spencer, Richie Steigerwald, Luyu Wang, Lei Zhang
2022 J jnl
CoRR
Tom Zahavy, Yannick Schroecker, Feryal M. P. Behbahani, Kate Baumli, Sebastian Flennerhag, Shaobo Hou, Satinder Singh
2022 A* conf
ICLR
DJ Strouse, Kate Baumli, David Warde-Farley, Volodymyr Mnih, Steven Stenberg Hansen
2021 A* conf
NeurIPS
Steven Hansen, Guillaume Desjardins, Kate Baumli, David Warde-Farley, Nicolas Heess, Simon Osindero, Volodymyr Mnih
2021 J jnl
CoRR
DJ Strouse, Kate Baumli, David Warde-Farley, Vlad Mnih, Steven Hansen
2021 A* conf
AAAI
Kate Baumli, David Warde-Farley, Steven Hansen, Volodymyr Mnih
2021 A* conf
NeurIPS
Gregory Farquhar, Kate Baumli, Zita Marinho, Angelos Filos, Matteo Hessel, Hado Philip van Hasselt, David Silver
2021 J jnl
CoRR
Gregory Farquhar, Kate Baumli, Zita Marinho, Angelos Filos, Matteo Hessel, Hado van Hasselt, David Silver
2020 J jnl
CoRR
Matt Hoffman, Bobak Shahriari, John Aslanides, Gabriel Barth-Maron, Feryal M. P. Behbahani, Tamara Norman, Abbas Abdolmaleki, Albin Cassirer, Fan Yang, Kate Baumli, Sarah Henderson, Alexander Novikov, Sergio Gómez Colmenarejo, Serkan Cabi, Çaglar Gülçehre, Tom Le Paine, Andrew Cowie, Ziyu Wang, Bilal Piot, Nando de Freitas
2020 J jnl
CoRR
Kate Baumli, David Warde-Farley, Steven Hansen, Volodymyr Mnih
redb/extractors/decompiler/_archive/GhidraDecompilerScript-latest.java
← Index redb/extractors/decompiler/_archive/GhidraDecompilerScript-latest.java java
import ghidra.app.script.GhidraScript;
import ghidra.program.model.listing.*;
import ghidra.app.decompiler.*;
import ghidra.program.model.block.*;
import ghidra.program.model.symbol.*;
import ghidra.program.model.pcode.*;
import ghidra.program.model.address.*;
import org.json.JSONObject;
import org.json.JSONArray;
import java.security.MessageDigest;
import java.nio.charset.StandardCharsets;

public class GhidraDecompilerScript extends GhidraScript {
    private DecompInterface decompInterface;
    private BasicBlockModel basicBlockModel;
    
    @Override
    public void run() throws Exception {
        // Get binary hash and filepath from arguments
        String[] args = getScriptArgs();
        if (args.length < 2) {
            System.err.println("{\"error\": \"Both SHA256 and filepath arguments are required\"}");
            return;
        }
        String sha256 = args[0];
        String filepath = args[1];

        // Initialize analysis components
        setupDecompiler();
        basicBlockModel = new BasicBlockModel(currentProgram);

        // Create the main JSON object for output
        JSONObject output = new JSONObject();
        output.put("sha256", sha256);
        output.put("decompiled", new JSONArray());
        output.put("disassembled", new JSONArray());
        output.put("cfg", new JSONArray());

        // Process all functions
        FunctionIterator functions = currentProgram.getFunctionManager().getFunctions(true);
        for (Function function : functions) {
            processFunction(function, output);
        }

        // Output the final JSON to stdout
        System.out.println(output.toString());
    }

    private void setupDecompiler() {
        decompInterface = new DecompInterface();
        DecompileOptions options = new DecompileOptions();
        decompInterface.setOptions(options);
        decompInterface.openProgram(currentProgram);
    }

    private void processFunction(Function function, JSONObject output) {
        Address entry = function.getEntryPoint();
        String functionName = function.getName();
        String functionAddress = entry.toString();

        // Process decompiled code
        processDecompiledCode(function, output.getJSONArray("decompiled"), 
                            functionName, functionAddress);

        // Process disassembled code
        processDisassembledCode(function, output.getJSONArray("disassembled"), 
                              functionName, functionAddress);

        // Process CFG
        processCFG(function, output.getJSONArray("cfg"), functionAddress);
    }

    private void processDecompiledCode(Function function, JSONArray decompArray, 
                                     String functionName, String functionAddress) {
        DecompileResults results = decompInterface.decompileFunction(function, 30, monitor);
        if (results.decompileCompleted()) {
            String decompiledCode = results.getDecompiledFunction().getC();
            String contentHash = calculateHash(decompiledCode);

            JSONObject functionObj = new JSONObject();
            functionObj.put("decompiled_content_hash", contentHash);
            functionObj.put("decompiled_function_name", functionName);
            functionObj.put("decompiled_function_address", functionAddress);
            functionObj.put("decompiled_function", decompiledCode);
            
            decompArray.put(functionObj);
        }
    }

    private void processDisassembledCode(Function function, JSONArray disasmArray, 
                                       String functionName, String functionAddress) {
        try {
            StringBuilder disassembly = new StringBuilder();
            StringBuilder normalized = new StringBuilder();
            int instructionCount = 0;

            Listing listing = currentProgram.getListing();
            AddressSetView functionBody = function.getBody();
            InstructionIterator instructions = listing.getInstructions(functionBody, true);

            while (instructions.hasNext()) {
                try {
                    Instruction instr = instructions.next();
                    String disasmLine = instr.toString();
                    disassembly.append(disasmLine).append("\n");
                    normalized.append(normalizeInstruction(disasmLine)).append("\n");
                    instructionCount++;
                } catch (Exception e) {
                    System.err.println("Error processing instruction in " + functionName + ": " + e.getMessage());
                }
            }

            String disassembledCode = disassembly.toString();
            String contentHash = calculateHash(disassembledCode);

            JSONObject functionObj = new JSONObject();
            functionObj.put("disassembled_content_hash", contentHash);
            functionObj.put("disassembled_function_name", functionName);
            functionObj.put("disassembled_function_address", functionAddress);
            functionObj.put("disassembled_function", disassembledCode);
            functionObj.put("normalized_disassembly", normalized.toString());
            functionObj.put("instruction_count", instructionCount);

            // Set similarity-related fields to null for now
            functionObj.put("minhash_signature", JSONObject.NULL);
            functionObj.put("opcode_frequency_vector", JSONObject.NULL);
            functionObj.put("api_calls_vector", JSONObject.NULL);
            functionObj.put("instruction_embedding", JSONObject.NULL);

            disasmArray.put(functionObj);
        } catch (Exception e) {
            System.err.println("Error processing disassembly for " + functionName + ": " + e.getMessage());
        }
    }

    private void processCFG(Function function, JSONArray cfgArray, String functionAddress) {
        try {
            CodeBlockIterator blocks = basicBlockModel.getCodeBlocksContaining(
                function.getBody(), monitor);

            while (blocks.hasNext()) {
                CodeBlock block = blocks.next();
                String blockInstructions = getBlockInstructions(block);
                String blockId = calculateHash(blockInstructions);

                JSONObject blockObj = new JSONObject();
                blockObj.put("block_id", blockId);
                blockObj.put("function_address", functionAddress);
                blockObj.put("block_instructions", blockInstructions);

                // Get successor blocks
                CodeBlockReferenceIterator successors = block.getDestinations(monitor);
                JSONArray successorAddresses = new JSONArray();
                while (successors.hasNext()) {
                    CodeBlockReference ref = successors.next();
                    successorAddresses.put(ref.getDestinationAddress().toString());
                }
                blockObj.put("successor_blocks", successorAddresses);

                cfgArray.put(blockObj);
            }
        } catch (Exception e) {
            System.err.println("{\"error\": \"Error processing CFG: " + 
                             e.getMessage().replace("\"", "'") + "\"}");
        }
    }

    private String normalizeInstruction(String instruction) {
        return instruction.replaceAll("0x[0-9a-fA-F]+", "IMM")
                        .replaceAll("\\b\\d+\\b", "NUM");
    }

    private String getBlockInstructions(CodeBlock block) {
        StringBuilder instructions = new StringBuilder();
        AddressIterator addresses = block.getAddresses(true);
        while (addresses.hasNext()) {
            Address addr = addresses.next();
            Instruction instr = currentProgram.getListing().getInstructionAt(addr);
            if (instr != null) {
                instructions.append(instr.toString()).append("\n");
            }
        }
        return instructions.toString();
    }

    private String calculateHash(String content) {
        try {
            MessageDigest digest = MessageDigest.getInstance("SHA-256");
            byte[] hash = digest.digest(content.getBytes(StandardCharsets.UTF_8));
            StringBuilder hexString = new StringBuilder();
            for (byte b : hash) {
                hexString.append(String.format("%02x", b));
            }
            return hexString.toString();
        } catch (Exception e) {
            System.err.println("{\"error\": \"Error calculating hash\"}");
            return "";
        }
    }
}